From d0d611414b4d81b809f3537c69d95874eec05ec0 Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Thu, 16 Oct 2025 13:59:46 -0500
Subject: [PATCH 01/22] Initial Version of nginx guide

---
 .../clickstack/integration-examples/nginx.md  | 321 ++++++++++++++++++
 sidebars.js                                   |  12 +
 static/images/clickstack/errors-over-time.png | Bin 0 -> 281789 bytes
 .../images/clickstack/example-dashboard.png   | Bin 0 -> 619998 bytes
 static/images/clickstack/request-rate.png     | Bin 0 -> 283360 bytes
 static/images/clickstack/response-times.png   | Bin 0 -> 315837 bytes
 static/images/clickstack/status-codes.png     | Bin 0 -> 245701 bytes
 static/images/clickstack/trace.png            | Bin 0 -> 328448 bytes
 8 files changed, 333 insertions(+)
 create mode 100644 docs/use-cases/observability/clickstack/integration-examples/nginx.md
 create mode 100644 static/images/clickstack/errors-over-time.png
 create mode 100644 static/images/clickstack/example-dashboard.png
 create mode 100644 static/images/clickstack/request-rate.png
 create mode 100644 static/images/clickstack/response-times.png
 create mode 100644 static/images/clickstack/status-codes.png
 create mode 100644 static/images/clickstack/trace.png

diff --git a/docs/use-cases/observability/clickstack/integration-examples/nginx.md b/docs/use-cases/observability/clickstack/integration-examples/nginx.md
new file mode 100644
index 00000000000..bc584c90753
--- /dev/null
+++ b/docs/use-cases/observability/clickstack/integration-examples/nginx.md
@@ -0,0 +1,321 @@
+---
+slug: /use-cases/observability/clickstack/integrations/nginx
+title: 'Monitoring Nginx with ClickStack'
+sidebar_label: 'Nginx'
+pagination_prev: null
+pagination_next: null
+description: 'Monitoring Nginx with ClickStack'
+doc_type: 'guide'
+---
+
+import example_dashboard from '@site/static/images/clickstack/example-dashboard.png';
+import request_rate from '@site/static/images/clickstack/request-rate.png';
+import response_times from '@site/static/images/clickstack/response-times.png';
+import errors_over_time from '@site/static/images/clickstack/errors-over-time.png';
+import status_codes from '@site/static/images/clickstack/status-codes.png';
+import trace from '@site/static/images/clickstack/trace.png';
+import Image from '@theme/IdealImage';
+
+# Monitoring nginx with ClickStack {#nginx-clickstack}
+
+:::info[Quick Overview]
+This guide shows you how to capture distrbuted traces from nginx and visualize them in ClickStack using copy/paste shell snippets.
+
+What you'll see:
+- Real-time nginx request traces with timing breakdowns
+- HTTP status codes, response times, and error rates
+- Interactive dashboards showing performance metrics
+
+Approx Time: 5-10 minutes
+:::
+
+## Quick start {#quick-start}
+
+<VerticalStepper>
+
+## Create the project directory and configuration files {#create-files}
+
+Copy/Paste these commands to create the necessary files for your nginx backend service.
+
+### Create Project Directory {#directory}
+
+```shell
+mkdir nginx-clickstack-demo
+cd nginx-clickstack-demo
+```
+
+### Create docker-compose.yml {#docker-compose}
+
+```shell
+cat > docker-compose.yml << 'EOF'
+services:
+  clickstack:
+    image: docker.hyperdx.io/hyperdx/hyperdx-all-in-one
+    ports:
+      - "8080:8080"
+      - "4317:4317"
+      - "4318:4318"
+    networks:
+      - monitoring
+
+  nginx:
+    image: nginx:1.27-otel
+    ports:
+      - "8081:8081"
+    volumes:
+      - ./nginx.conf:/etc/nginx/nginx.conf:ro
+    extra_hosts:
+      - "host.docker.internal:host-gateway"
+    depends_on:
+      - clickstack
+    networks:
+      - monitoring
+
+networks:
+  monitoring:
+    driver: bridge
+EOF
+```
+
+### Create nginx.conf {#nginx-conf}
+
+```shell
+cat > nginx.conf << 'EOF'
+load_module modules/ngx_otel_module.so;
+
+events {
+    worker_connections 1024;
+}
+
+http {
+    include mime.types;
+    default_type application/octet-stream;
+
+    otel_exporter {
+        endpoint host.docker.internal:4317;
+        header authorization PASTE_YOUR_API_KEY_HERE;
+    }
+
+    otel_service_name "nginx-proxy";
+
+    server {
+        listen 8081;
+        server_name localhost;
+
+        location / {
+            otel_trace on;
+            otel_trace_context propagate;
+            otel_span_name "$request_method $uri";
+            
+            otel_span_attr http.status_code $status;
+            otel_span_attr http.request.method $request_method;
+            otel_span_attr http.route $uri;
+            otel_span_attr http.user_agent "$http_user_agent";
+            otel_span_attr http.client_ip $remote_addr;
+            otel_span_attr nginx.request.time $request_time;
+            otel_span_attr nginx.upstream.response.time $upstream_response_time;
+            otel_span_attr nginx.upstream.connect.time $upstream_connect_time;
+            otel_span_attr nginx.upstream.status $upstream_status;
+            
+            proxy_pass https://fakestoreapi.com;
+            proxy_ssl_server_name on;
+            proxy_ssl_name fakestoreapi.com;
+            proxy_set_header Host fakestoreapi.com;
+            proxy_set_header X-Real-IP $remote_addr;
+            proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
+        }
+    }
+}
+EOF
+
+```
+
+### Create generate_traffic.sh {#generate-traffic}
+This will create a shell script to generate realstic traffic at intervals of time to a fake store api. This will be the traffic we're monitoring.
+
+```shell
+
+cat > generate_traffic.sh << 'EOF'
+#!/bin/bash
+
+GOOD_ENDPOINTS=(
+    "/products"
+    "/products/1"
+    "/products/2"
+    "/products/3"
+    "/products/category/electronics"
+    "/products/category/jewelery"
+    "/users"
+    "/users/1"
+)
+
+BAD_ENDPOINTS=(
+    "/products/99999"
+    "/users/99999"
+    "/nonexistent"
+)
+
+BASE_URL="http://localhost:8081"
+
+echo "Generating traffic to nginx..."
+echo "Press Ctrl+C to stop"
+echo ""
+
+REQUEST_COUNT=0
+
+while true; do
+    if (( RANDOM % 100 < 80 )); then
+        ENDPOINT=${GOOD_ENDPOINTS[$RANDOM % ${#GOOD_ENDPOINTS[@]}]}
+    else
+        ENDPOINT=${BAD_ENDPOINTS[$RANDOM % ${#BAD_ENDPOINTS[@]}]}
+    fi
+    
+    STATUS=$(curl -s -o /dev/null -w "%{http_code}" "${BASE_URL}${ENDPOINT}")
+    ((REQUEST_COUNT++))
+    
+    if [[ $STATUS == 2* ]]; then
+        COLOR='\033[0;32m'
+    elif [[ $STATUS == 4* ]]; then
+        COLOR='\033[0;33m'
+    else
+        COLOR='\033[0;31m'
+    fi
+    
+    echo -e "${COLOR}[$REQUEST_COUNT] $STATUS - $ENDPOINT\033[0m"
+    
+    sleep $(awk 'BEGIN{srand(); print 0.5+rand()*2.5}')
+done
+EOF
+
+chmod +x generate_traffic.sh
+
+```
+
+## Start ClickStack and create your account {#start-clickstack}
+
+```shell
+docker-compose up -d clickstack
+```
+
+Wait 30-60 seconds for ClickStack to fully initialize, then:
+1. Open http://localhost:8080 in your browser
+2. Create an account with a username and strong password
+3. Go to Settings → API Keys
+4. Copy your Ingestion API Key
+
+## Configure nginx with your api key {#api-key}
+
+Open nginx.conf in a text editor and replace PASTE_YOUR_API_KEY_HERE with your actual API key.
+
+```text
+    otel_exporter {
+        endpoint host.docker.internal:4317;
+        header authorization PASTE_YOUR_API_KEY_HERE;
+    }
+```
+
+### Start nginx {#start-nginx}
+
+```shell
+docker-compose up -d nginx
+```
+
+### Verify both services are running {#verify}
+
+```shell
+docker-compose ps
+```
+
+You should see both clickstack and nginx with status "Up".
+
+## Generate realistic traffic {#generate-traffic}
+
+Run the traffic generator to create traces.
+
+```shell
+./generate_traffic.sh
+```
+
+You'll see colorful output showing requests hitting various endpoints:
+
+- Green = successful (200)
+- Yellow = not found (404)
+- Red = errors (5xx)
+
+Let it run for 1-2 minutes, then press Ctrl+C if you want to stop the traffic.
+
+## Explore your traces {#explore-traces}
+
+Open ClickStack at http://localhost:8080 and explore:
+
+1. Go to Search and set your source to Traces
+2. Set time range to "Last 15 minutes"
+3. You'll see traces from the nginx-proxy service
+4. Click on any trace to see:
+    - Total request duration
+    - HTTP status code and method
+    - Client IP and user agent
+    - Span attributes
+
+<Image img={trace} border/>
+
+:::tip[Try filtering:]
+- http.status_code:404 - See all 404 errors
+- nginx.request.time:>200 - Slow requests (>200ms)
+- http.route:/products/1 - Specific endpoint
+:::
+
+</VerticalStepper>
+
+## Creating Your First Dashboard
+
+Let's create a dashboard to monitor nginx performance:
+
+<Image img={example_dashboard} border/>
+
+In HyperDX, go to Dashboards -> Create New Saved Dashboard
+
+Add these charts:
+
+Chart 1: Request Rate
+- Type: Line/Bar
+- Where: ServiceName:"nginx-proxy"
+- Aggregation: Count of Events
+- Group by: Events.Timestamp
+
+<Image img={request_rate} border/>
+
+Chart 2: Response Times (95th and 90th percentile)
+- Type: Line/Bar
+- Where: ServiceName:"nginx-proxy"
+- Aggregation: 99th Percentile (You can click add series to add more aggregations, such as 95th percentile, and 90th percentile)
+- Group by: None
+- Granularity: Adjust this to see different trend lines in your data
+
+<Image img={response_times} border/>
+
+Chart 3: Errors Over Time
+- Type: Line/Bar
+- Where: ServiceName:"nginx-proxy" SpanAttributes.http.status_code:"404"
+- Aggregation: Count of Events
+- Group by: None
+
+<Image img={errors_over_time} border/>
+
+Chart 4: Status Code Breakdown
+- Type: Table
+- Where: ServiceName:"nginx-proxy"
+- Aggregation: Count of Events
+- Group by: SpanAttributes['http.status_code']
+
+<Image img={status_codes} border/>
+
+## Next steps {#next-steps}
+
+Now that you have traces going, try:
+
+- Setting up alerts
+- Adding your own service
+  - Replace Fake Store API with your own backend
+  - Add OpenTelemetry to your backend for full distributed tracing
+  - See requests flow to your instance
\ No newline at end of file
diff --git a/sidebars.js b/sidebars.js
index a877f5acc78..e33be902d89 100644
--- a/sidebars.js
+++ b/sidebars.js
@@ -1632,6 +1632,18 @@ const sidebars = {
               ]
             }
           ]
+        },
+        {
+          type: "category",
+          label: "Integration guides",
+          collapsed: true,
+          collapsible: true,
+          items: [
+                {
+                  type: "autogenerated",
+                  dirName: "use-cases/observability/clickstack/integration-examples",
+                }
+          ]
         }
       ]
     },
diff --git a/static/images/clickstack/errors-over-time.png b/static/images/clickstack/errors-over-time.png
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HcmV?d00001


From 2917a1316291950c16190c5395a70b2bb5148221 Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Thu, 16 Oct 2025 14:10:52 -0500
Subject: [PATCH 02/22] aspell and header issues

---
 .../clickstack/integration-examples/nginx.md       | 14 +++++++-------
 scripts/aspell-ignore/en/aspell-dict.txt           |  5 ++++-
 2 files changed, 11 insertions(+), 8 deletions(-)

diff --git a/docs/use-cases/observability/clickstack/integration-examples/nginx.md b/docs/use-cases/observability/clickstack/integration-examples/nginx.md
index bc584c90753..d4d6143c6b7 100644
--- a/docs/use-cases/observability/clickstack/integration-examples/nginx.md
+++ b/docs/use-cases/observability/clickstack/integration-examples/nginx.md
@@ -16,13 +16,13 @@ import status_codes from '@site/static/images/clickstack/status-codes.png';
 import trace from '@site/static/images/clickstack/trace.png';
 import Image from '@theme/IdealImage';
 
-# Monitoring nginx with ClickStack {#nginx-clickstack}
+# Monitoring Nginx with ClickStack {#nginx-clickstack}
 
 :::info[Quick Overview]
-This guide shows you how to capture distrbuted traces from nginx and visualize them in ClickStack using copy/paste shell snippets.
+This guide shows you how to capture distributed traces from Nginx and visualize them in ClickStack using copy/paste shell snippets.
 
-What you'll see:
-- Real-time nginx request traces with timing breakdowns
+In this simple example you'll see:
+- Real-time Nginx request traces with timing breakdowns
 - HTTP status codes, response times, and error rates
 - Interactive dashboards showing performance metrics
 
@@ -131,7 +131,7 @@ EOF
 ```
 
 ### Create generate_traffic.sh {#generate-traffic}
-This will create a shell script to generate realstic traffic at intervals of time to a fake store api. This will be the traffic we're monitoring.
+This will create a shell script to generate realistic traffic at intervals of time to a fake store api. This will be the traffic we're monitoring.
 
 ```shell
 
@@ -228,7 +228,7 @@ docker-compose ps
 
 You should see both clickstack and nginx with status "Up".
 
-## Generate realistic traffic {#generate-traffic}
+## Generate realistic traffic {#run-traffic}
 
 Run the traffic generator to create traces.
 
@@ -267,7 +267,7 @@ Open ClickStack at http://localhost:8080 and explore:
 
 </VerticalStepper>
 
-## Creating Your First Dashboard
+## Creating Your First Dashboard {#creating-dashboard}
 
 Let's create a dashboard to monitor nginx performance:
 
diff --git a/scripts/aspell-ignore/en/aspell-dict.txt b/scripts/aspell-ignore/en/aspell-dict.txt
index 7c558382cad..c8ee5f6e5ae 100644
--- a/scripts/aspell-ignore/en/aspell-dict.txt
+++ b/scripts/aspell-ignore/en/aspell-dict.txt
@@ -1,4 +1,4 @@
-personal_ws-1.1 en 3746
+personal_ws-1.1 en 3749
 AArch
 ACLs
 AICPA
@@ -1215,6 +1215,7 @@ SendScalars
 SerDe
 Serverless
 ServiceNow
+ServiceName
 ServiceNow's
 SetOperationMode
 SeverityText
@@ -1239,6 +1240,7 @@ Smirnov's
 Smirnov'test
 Sonatype
 Soundex
+SpanAttributes
 SpanKind
 Spearman's
 Splunk
@@ -1833,6 +1835,7 @@ clickhousedb
 clickhousex
 clickmate
 clickpipe
+clickstack
 clickstream
 clickvisual
 clockhour

From 6988a3d874682f4da53091281e5cdfc656dcd964 Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Thu, 16 Oct 2025 14:28:22 -0500
Subject: [PATCH 03/22] aspell

---
 scripts/aspell-ignore/en/aspell-dict.txt | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/scripts/aspell-ignore/en/aspell-dict.txt b/scripts/aspell-ignore/en/aspell-dict.txt
index c8ee5f6e5ae..c6948934e39 100644
--- a/scripts/aspell-ignore/en/aspell-dict.txt
+++ b/scripts/aspell-ignore/en/aspell-dict.txt
@@ -1,4 +1,4 @@
-personal_ws-1.1 en 3749
+personal_ws-1.1 en 3750
 AArch
 ACLs
 AICPA
@@ -2733,6 +2733,7 @@ nestjs
 netloc
 newjson
 nextset
+nginx
 ngram
 ngramDistance
 ngramDistanceCaseInsensitive

From 39bc7522f7b40b1669ef191ca208d4c833f980fd Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Thu, 16 Oct 2025 14:29:15 -0500
Subject: [PATCH 04/22] Merge branch 'main' of
 https://github.com/ClickHouse/clickhouse-docs into clickstack-nginx-guide

---
 docs/about-us/beta-and-experimental-features.md | 1 +
 docusaurus.config.en.js                         | 2 +-
 src/hooks/useAskAI.js                           | 2 +-
 3 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/docs/about-us/beta-and-experimental-features.md b/docs/about-us/beta-and-experimental-features.md
index b681c86f814..6a077443464 100644
--- a/docs/about-us/beta-and-experimental-features.md
+++ b/docs/about-us/beta-and-experimental-features.md
@@ -159,6 +159,7 @@ Please note: no additional experimental features are allowed to be enabled in Cl
 | [allow_experimental_ytsaurus_dictionary_source](/operations/settings/settings#allow_experimental_ytsaurus_dictionary_source) | `0` |
 | [distributed_plan_force_shuffle_aggregation](/operations/settings/settings#distributed_plan_force_shuffle_aggregation) | `0` |
 | [enable_join_runtime_filters](/operations/settings/settings#enable_join_runtime_filters) | `0` |
+| [join_runtime_filter_exact_values_limit](/operations/settings/settings#join_runtime_filter_exact_values_limit) | `10000` |
 | [join_runtime_bloom_filter_bytes](/operations/settings/settings#join_runtime_bloom_filter_bytes) | `524288` |
 | [join_runtime_bloom_filter_hash_functions](/operations/settings/settings#join_runtime_bloom_filter_hash_functions) | `3` |
 | [rewrite_in_to_join](/operations/settings/settings#rewrite_in_to_join) | `0` |
diff --git a/docusaurus.config.en.js b/docusaurus.config.en.js
index 1c3c8c3b473..e9b00330b5b 100644
--- a/docusaurus.config.en.js
+++ b/docusaurus.config.en.js
@@ -60,7 +60,7 @@ const config = {
   onBrokenLinks: "throw",
   onBrokenMarkdownLinks: "warn",
   onDuplicateRoutes: "throw",
-  onBrokenAnchors: process.env.ON_BROKEN_ANCHORS ?? "throw",
+  onBrokenAnchors: "warn",
   favicon: "img/docs_favicon.ico",
   organizationName: "ClickHouse",
   trailingSlash: false,
diff --git a/src/hooks/useAskAI.js b/src/hooks/useAskAI.js
index 07cd0e92523..f9a8a8941ed 100644
--- a/src/hooks/useAskAI.js
+++ b/src/hooks/useAskAI.js
@@ -13,7 +13,7 @@ function useAskAI() {
                 setIsKapaLoaded(true);
                 return true;
             }
-            return false;
+        return false;
         };
 
         // Set up event listeners for Kapa widget

From bead65b1f66afdc82199b2aa3bfd42c25f046492 Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Thu, 16 Oct 2025 14:38:53 -0500
Subject: [PATCH 05/22] removing tip section for now

---
 .../observability/clickstack/integration-examples/nginx.md  | 6 ------
 1 file changed, 6 deletions(-)

diff --git a/docs/use-cases/observability/clickstack/integration-examples/nginx.md b/docs/use-cases/observability/clickstack/integration-examples/nginx.md
index d4d6143c6b7..38476d5a6d6 100644
--- a/docs/use-cases/observability/clickstack/integration-examples/nginx.md
+++ b/docs/use-cases/observability/clickstack/integration-examples/nginx.md
@@ -259,12 +259,6 @@ Open ClickStack at http://localhost:8080 and explore:
 
 <Image img={trace} border/>
 
-:::tip[Try filtering:]
-- http.status_code:404 - See all 404 errors
-- nginx.request.time:>200 - Slow requests (>200ms)
-- http.route:/products/1 - Specific endpoint
-:::
-
 </VerticalStepper>
 
 ## Creating Your First Dashboard {#creating-dashboard}

From b5286654e0c45d94f482452835ff31f30b5e1045 Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Thu, 16 Oct 2025 14:42:26 -0500
Subject: [PATCH 06/22] reverting change to docusaurus config

---
 docusaurus.config.en.js | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docusaurus.config.en.js b/docusaurus.config.en.js
index e9b00330b5b..1c3c8c3b473 100644
--- a/docusaurus.config.en.js
+++ b/docusaurus.config.en.js
@@ -60,7 +60,7 @@ const config = {
   onBrokenLinks: "throw",
   onBrokenMarkdownLinks: "warn",
   onDuplicateRoutes: "throw",
-  onBrokenAnchors: "warn",
+  onBrokenAnchors: process.env.ON_BROKEN_ANCHORS ?? "throw",
   favicon: "img/docs_favicon.ico",
   organizationName: "ClickHouse",
   trailingSlash: false,

From a673b3579ea37bb51c77b53928a0f41eadc29a83 Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Tue, 21 Oct 2025 15:11:31 +0200
Subject: [PATCH 07/22] guide and images

---
 .../clickstack/integration-examples/nginx.md  | 453 ++++++++----------
 static/images/clickstack/errors-over-time.png | Bin 281789 -> 0 bytes
 .../images/clickstack/example-dashboard.png   | Bin 619998 -> 597631 bytes
 static/images/clickstack/finish-import.png    | Bin 0 -> 427419 bytes
 static/images/clickstack/import-dashboard.png | Bin 0 -> 120166 bytes
 static/images/clickstack/request-rate.png     | Bin 283360 -> 0 bytes
 static/images/clickstack/response-times.png   | Bin 315837 -> 0 bytes
 static/images/clickstack/status-codes.png     | Bin 245701 -> 0 bytes
 static/images/clickstack/trace.png            | Bin 328448 -> 0 bytes
 9 files changed, 207 insertions(+), 246 deletions(-)
 delete mode 100644 static/images/clickstack/errors-over-time.png
 create mode 100644 static/images/clickstack/finish-import.png
 create mode 100644 static/images/clickstack/import-dashboard.png
 delete mode 100644 static/images/clickstack/request-rate.png
 delete mode 100644 static/images/clickstack/response-times.png
 delete mode 100644 static/images/clickstack/status-codes.png
 delete mode 100644 static/images/clickstack/trace.png

diff --git a/docs/use-cases/observability/clickstack/integration-examples/nginx.md b/docs/use-cases/observability/clickstack/integration-examples/nginx.md
index 38476d5a6d6..4b8b7a382eb 100644
--- a/docs/use-cases/observability/clickstack/integration-examples/nginx.md
+++ b/docs/use-cases/observability/clickstack/integration-examples/nginx.md
@@ -8,308 +8,269 @@ description: 'Monitoring Nginx with ClickStack'
 doc_type: 'guide'
 ---
 
-import example_dashboard from '@site/static/images/clickstack/example-dashboard.png';
-import request_rate from '@site/static/images/clickstack/request-rate.png';
-import response_times from '@site/static/images/clickstack/response-times.png';
-import errors_over_time from '@site/static/images/clickstack/errors-over-time.png';
-import status_codes from '@site/static/images/clickstack/status-codes.png';
-import trace from '@site/static/images/clickstack/trace.png';
 import Image from '@theme/IdealImage';
+import import_dashboard from '@site/static/images/clickstack/import-dashboard.png';
+import finish_import from '@site/static/images/clickstack/finish-import.png';
+import example_dashboard from '@site/static/images/clickstack/example-dashboard.png';
 
 # Monitoring Nginx with ClickStack {#nginx-clickstack}
+This guide walks you through integrating your existing nginx deployment with ClickStack for log observability. You'll configure nginx to send logs to ClickStack's OpenTelemetry collector.
 
-:::info[Quick Overview]
-This guide shows you how to capture distributed traces from Nginx and visualize them in ClickStack using copy/paste shell snippets.
-
-In this simple example you'll see:
-- Real-time Nginx request traces with timing breakdowns
-- HTTP status codes, response times, and error rates
-- Interactive dashboards showing performance metrics
+## Prerequisites {#prerequisites}
+- ClickStack instance running
+- Existing nginx installation
+- Access to modify nginx configuration files
 
-Approx Time: 5-10 minutes
-:::
+## Integration with existing nginx {#existing-nginx}
 
-## Quick start {#quick-start}
+This section covers configuring your existing nginx installation to send logs to ClickStack by modifying the ClickStack OTel collector configuration.
 
 <VerticalStepper>
 
-## Create the project directory and configuration files {#create-files}
+## Configure nginx log format {#configure-nginx}
+First, configure nginx to output logs in JSON format for easier parsing. Add this log format definition to your nginx.conf:
 
-Copy/Paste these commands to create the necessary files for your nginx backend service.
-
-### Create Project Directory {#directory}
+```json
+http {
+    log_format json_combined escape=json
+    '{'
+      '"time_local":"$time_local",'
+      '"remote_addr":"$remote_addr",'
+      '"request_method":"$request_method",'
+      '"request_uri":"$request_uri",'
+      '"status":$status,'
+      '"body_bytes_sent":$body_bytes_sent,'
+      '"request_time":$request_time,'
+      '"upstream_response_time":"$upstream_response_time",'
+      '"http_referer":"$http_referer",'
+      '"http_user_agent":"$http_user_agent"'
+    '}';
+
+    access_log /var/log/nginx/access.log json_combined;
+    error_log /var/log/nginx/error.log warn;
+}
+```
 
-```shell
-mkdir nginx-clickstack-demo
-cd nginx-clickstack-demo
+After making this change, reload nginx.
+
+## Create custom otel collector configuration {#custom-otel}
+
+ClickStack allows you to extend the base OpenTelemetry Collector configuration by mounting a custom configuration file and setting an environment variable. The custom configuration is merged with the base configuration managed by HyperDX via OpAMP.
+
+Create a file named nginx-monitoring.yaml with the following configuration:
+
+```yaml
+receivers:
+  filelog:
+    include:
+      - /var/log/nginx/access.log
+      - /var/log/nginx/error.log
+    start_at: end 
+    operators:
+      - type: json_parser
+        parse_from: body
+        parse_to: attributes
+      - type: time_parser
+        parse_from: attributes.time_local
+        layout: '%d/%b/%Y:%H:%M:%S %z'
+      - type: add
+        field: attributes.source
+        value: "nginx"
+
+service:
+  pipelines:
+    logs/nginx:
+      receivers: [filelog]
+      processors:
+        - memory_limiter
+        - transform
+        - batch
+      exporters:
+        - clickhouse
 ```
 
-### Create docker-compose.yml {#docker-compose}
+This configuration:
+- Reads nginx logs from their standard locations
+- Parses JSON log entries
+- Extracts and preserves the original log timestamps
+- Adds source: nginx attribute for filtering in HyperDX
+- Routes logs to the ClickHouse exporter via a dedicated pipeline
 
-```shell
-cat > docker-compose.yml << 'EOF'
+::::note
+- You only define new receivers and pipelines in the custom config
+- The processors (memory_limiter, transform, batch) and exporters (clickhouse) are already defined in the base ClickStack configuration - you just reference them by name
+- The time_parser operator extracts timestamps from nginx's time_local field to preserve original log timing
+- The pipelines route data from your receivers to the ClickHouse exporter via the existing processors
+::::
+
+## Configure ClickStack to load custom configuration {#load-custom}
+
+To enable custom collector configuration in your existing ClickStack deployment, you must:
+
+1. Mount the custom config file at /etc/otelcol-contrib/custom.config.yaml
+2. Set the environment variable CUSTOM_OTELCOL_CONFIG_FILE=/etc/otelcol-contrib/custom.config.yaml
+3. Mount your nginx log directories so the collector can read them
+
+Update your ClickStack deployment configuration to include these settings, this example uses docker compose.
+
+```yaml
 services:
   clickstack:
-    image: docker.hyperdx.io/hyperdx/hyperdx-all-in-one
-    ports:
-      - "8080:8080"
-      - "4317:4317"
-      - "4318:4318"
-    networks:
-      - monitoring
-
-  nginx:
-    image: nginx:1.27-otel
-    ports:
-      - "8081:8081"
+    # ... existing configuration ...
+    environment:
+      - CUSTOM_OTELCOL_CONFIG_FILE=/etc/otelcol-contrib/custom.config.yaml
+      # ... other environment variables ...
     volumes:
-      - ./nginx.conf:/etc/nginx/nginx.conf:ro
-    extra_hosts:
-      - "host.docker.internal:host-gateway"
-    depends_on:
-      - clickstack
-    networks:
-      - monitoring
-
-networks:
-  monitoring:
-    driver: bridge
-EOF
+      - ./nginx-monitoring.yaml:/etc/otelcol-contrib/custom.config.yaml:ro
+      - /var/log/nginx:/var/log/nginx:ro
+      # ... other volumes ...
 ```
 
-### Create nginx.conf {#nginx-conf}
+::::note
+Ensure the ClickStack collector has appropriate permissions to read the nginx log files. In production, use read-only mounts (:ro) and follow the principle of least privilege.
+::::
 
-```shell
-cat > nginx.conf << 'EOF'
-load_module modules/ngx_otel_module.so;
+## Verifying Logs in ClickStack {#verifying-logs}
+Once configured, log into HyperDX and verify logs are flowing:
 
-events {
-    worker_connections 1024;
-}
+1. Navigate to the Logs view
+2. Filter by source:nginx to see only nginx logs
+3. Verify you see JSON-parsed log entries with fields like request_method, request_uri, status, etc.
+</VerticalStepper>
 
-http {
-    include mime.types;
-    default_type application/octet-stream;
-
-    otel_exporter {
-        endpoint host.docker.internal:4317;
-        header authorization PASTE_YOUR_API_KEY_HERE;
-    }
-
-    otel_service_name "nginx-proxy";
-
-    server {
-        listen 8081;
-        server_name localhost;
-
-        location / {
-            otel_trace on;
-            otel_trace_context propagate;
-            otel_span_name "$request_method $uri";
-            
-            otel_span_attr http.status_code $status;
-            otel_span_attr http.request.method $request_method;
-            otel_span_attr http.route $uri;
-            otel_span_attr http.user_agent "$http_user_agent";
-            otel_span_attr http.client_ip $remote_addr;
-            otel_span_attr nginx.request.time $request_time;
-            otel_span_attr nginx.upstream.response.time $upstream_response_time;
-            otel_span_attr nginx.upstream.connect.time $upstream_connect_time;
-            otel_span_attr nginx.upstream.status $upstream_status;
-            
-            proxy_pass https://fakestoreapi.com;
-            proxy_ssl_server_name on;
-            proxy_ssl_name fakestoreapi.com;
-            proxy_set_header Host fakestoreapi.com;
-            proxy_set_header X-Real-IP $remote_addr;
-            proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
-        }
-    }
-}
-EOF
+## Troubleshooting {#troubleshooting}
 
-```
+### Custom config not loading {#troubleshooting-not-loading}
 
-### Create generate_traffic.sh {#generate-traffic}
-This will create a shell script to generate realistic traffic at intervals of time to a fake store api. This will be the traffic we're monitoring.
+- Verify the environment variable CUSTOM_OTELCOL_CONFIG_FILE is set correctly
+- Check that the custom config file is mounted at /etc/otelcol-contrib/custom.config.yaml
+- Verify the file is mounted as a file, not a directory: docker exec `<container>` ls -la /etc/otelcol-contrib/
 
-```shell
+### No logs appearing in HyperDX {#no-logs}
 
-cat > generate_traffic.sh << 'EOF'
-#!/bin/bash
-
-GOOD_ENDPOINTS=(
-    "/products"
-    "/products/1"
-    "/products/2"
-    "/products/3"
-    "/products/category/electronics"
-    "/products/category/jewelery"
-    "/users"
-    "/users/1"
-)
-
-BAD_ENDPOINTS=(
-    "/products/99999"
-    "/users/99999"
-    "/nonexistent"
-)
-
-BASE_URL="http://localhost:8081"
-
-echo "Generating traffic to nginx..."
-echo "Press Ctrl+C to stop"
-echo ""
-
-REQUEST_COUNT=0
-
-while true; do
-    if (( RANDOM % 100 < 80 )); then
-        ENDPOINT=${GOOD_ENDPOINTS[$RANDOM % ${#GOOD_ENDPOINTS[@]}]}
-    else
-        ENDPOINT=${BAD_ENDPOINTS[$RANDOM % ${#BAD_ENDPOINTS[@]}]}
-    fi
-    
-    STATUS=$(curl -s -o /dev/null -w "%{http_code}" "${BASE_URL}${ENDPOINT}")
-    ((REQUEST_COUNT++))
-    
-    if [[ $STATUS == 2* ]]; then
-        COLOR='\033[0;32m'
-    elif [[ $STATUS == 4* ]]; then
-        COLOR='\033[0;33m'
-    else
-        COLOR='\033[0;31m'
-    fi
-    
-    echo -e "${COLOR}[$REQUEST_COUNT] $STATUS - $ENDPOINT\033[0m"
-    
-    sleep $(awk 'BEGIN{srand(); print 0.5+rand()*2.5}')
-done
-EOF
-
-chmod +x generate_traffic.sh
+- Ensure nginx is writing JSON logs: tail -f /var/log/nginx/access.log
+- Check the collector can read the logs: docker exec `<container>` cat /var/log/nginx/access.log
+- Verify the effective config includes your filelog receiver: docker exec `<container>` cat /etc/otel/supervisor-data/effective.yaml | grep filelog
+- Check for errors in the collector logs: docker exec `<container>` cat /etc/otel/supervisor-data/agent.log
 
-```
+## Demo dataset {#demo-dataset}
 
-## Start ClickStack and create your account {#start-clickstack}
+For users who want to test the nginx integration before configuring their production systems, we provide a sample dataset of pre-generated nginx access logs with realistic traffic patterns.
 
-```shell
-docker-compose up -d clickstack
-```
+<VerticalStepper>
 
-Wait 30-60 seconds for ClickStack to fully initialize, then:
-1. Open http://localhost:8080 in your browser
-2. Create an account with a username and strong password
-3. Go to Settings → API Keys
-4. Copy your Ingestion API Key
+## Download Sample Logs {#download}
+nginx-sample-logs.json (~10,000 log entries)
 
-## Configure nginx with your api key {#api-key}
+## Using the Sample Dataset
 
-Open nginx.conf in a text editor and replace PASTE_YOUR_API_KEY_HERE with your actual API key.
+1. Download and place the sample file:
 
-```text
-    otel_exporter {
-        endpoint host.docker.internal:4317;
-        header authorization PASTE_YOUR_API_KEY_HERE;
-    }
+```shell
+mkdir -p /tmp/nginx-demo
+mv ~/Downloads/nginx-sample-logs.json /tmp/nginx-demo/access.log
 ```
 
-### Start nginx {#start-nginx}
-
-```shell
-docker-compose up -d nginx
+2. **Create a test collector config** (`nginx-demo.yaml`):
+
+```yaml
+receivers:
+  filelog:
+    include:
+      - /tmp/nginx-demo/access.log
+    start_at: beginning  # Read from beginning for demo data
+    operators:
+      - type: json_parser
+        parse_from: body
+        parse_to: attributes
+      - type: time_parser
+        parse_from: attributes.time_local
+        layout: '%d/%b/%Y:%H:%M:%S %z'
+      - type: add
+        field: attributes.source
+        value: "nginx-demo"
+
+service:
+  pipelines:
+    logs/nginx-demo:
+      receivers: [filelog]
+      processors:
+        - memory_limiter
+        - transform
+        - batch
+      exporters:
+        - clickhouse
 ```
 
-### Verify both services are running {#verify}
+3. **Run ClickStack with the demo config:**
 
-```shell
-docker-compose ps
+```bash
+docker run --name clickstack-demo \
+  -p 8080:8080 -p 4317:4317 -p 4318:4318 \
+  -e CUSTOM_OTELCOL_CONFIG_FILE=/etc/otelcol-contrib/custom.config.yaml \
+  -v "$(pwd)/nginx-demo.yaml:/etc/otelcol-contrib/custom.config.yaml:ro" \
+  -v /tmp/nginx-demo:/tmp/nginx-demo:ro \
+  docker.hyperdx.io/hyperdx/hyperdx-all-in-one:latest
 ```
 
-You should see both clickstack and nginx with status "Up".
+4. **Verify in HyperDX:**
 
-## Generate realistic traffic {#run-traffic}
+- Navigate to the Logs view
+- Filter by `source:nginx-demo`
+- Set time range to last 24 hours
+- You should see ~10,000 log entries
 
-Run the traffic generator to create traces.
+You can query the data to verify patterns:
 
 ```shell
-./generate_traffic.sh
+docker exec clickstack-demo clickhouse-client --query "
+SELECT 
+  toHour(Timestamp) as hour,
+  count() as total_logs,
+  countIf(toInt32(LogAttributes['status']) >= 500) as server_errors,
+  countIf(toInt32(LogAttributes['status']) >= 400 AND toInt32(LogAttributes['status']) < 500) as client_errors,
+  round(avg(toFloat64OrNull(LogAttributes['request_time'])), 3) as avg_response_time
+FROM default.otel_logs 
+WHERE LogAttributes['source'] = 'nginx-demo'
+GROUP BY hour
+ORDER BY hour
+"
 ```
 
-You'll see colorful output showing requests hitting various endpoints:
-
-- Green = successful (200)
-- Yellow = not found (404)
-- Red = errors (5xx)
-
-Let it run for 1-2 minutes, then press Ctrl+C if you want to stop the traffic.
-
-## Explore your traces {#explore-traces}
-
-Open ClickStack at http://localhost:8080 and explore:
-
-1. Go to Search and set your source to Traces
-2. Set time range to "Last 15 minutes"
-3. You'll see traces from the nginx-proxy service
-4. Click on any trace to see:
-    - Total request duration
-    - HTTP status code and method
-    - Client IP and user agent
-    - Span attributes
-
-<Image img={trace} border/>
-
+::::note 
+The demo dataset uses dynamic timestamps (last 24 hours from generation). The traffic patterns are intentionally dramatic to make visualizations clear and obvious in dashboards.
+::::
 </VerticalStepper>
 
-## Creating Your First Dashboard {#creating-dashboard}
-
-Let's create a dashboard to monitor nginx performance:
-
-<Image img={example_dashboard} border/>
-
-In HyperDX, go to Dashboards -> Create New Saved Dashboard
-
-Add these charts:
+## Dashboards and visualization
 
-Chart 1: Request Rate
-- Type: Line/Bar
-- Where: ServiceName:"nginx-proxy"
-- Aggregation: Count of Events
-- Group by: Events.Timestamp
+To help you get started monitoring nginx with ClickStack, we provide a pre-built dashboard with essential nginx metrics and visualizations.
 
-<Image img={request_rate} border/>
+### Import Pre-built Dashboard
+Download the dashboard configuration: (link here)
 
-Chart 2: Response Times (95th and 90th percentile)
-- Type: Line/Bar
-- Where: ServiceName:"nginx-proxy"
-- Aggregation: 99th Percentile (You can click add series to add more aggregations, such as 95th percentile, and 90th percentile)
-- Group by: None
-- Granularity: Adjust this to see different trend lines in your data
+To import the dashboard:
 
-<Image img={response_times} border/>
+1. Open HyperDX and navigate to the Dashboards section.
+2. Click "Import Dashboard" in the upper right corner under the elipses.
 
-Chart 3: Errors Over Time
-- Type: Line/Bar
-- Where: ServiceName:"nginx-proxy" SpanAttributes.http.status_code:"404"
-- Aggregation: Count of Events
-- Group by: None
+<Image img={import_dashboard} alt="Import Dashboard"/>
 
-<Image img={errors_over_time} border/>
+3. Upload the Example Dashboard.json file and click finish import.
 
-Chart 4: Status Code Breakdown
-- Type: Table
-- Where: ServiceName:"nginx-proxy"
-- Aggregation: Count of Events
-- Group by: SpanAttributes['http.status_code']
+<Image img={finish_import} alt="Finish Import"/>
 
-<Image img={status_codes} border/>
+4. The dashboard will be created with all visualizations pre-configured.
 
-## Next steps {#next-steps}
+<Image img={example_dashboard} alt="Example Dashboard"/>
 
-Now that you have traces going, try:
+### Customizing the Dashboard
 
-- Setting up alerts
-- Adding your own service
-  - Replace Fake Store API with your own backend
-  - Add OpenTelemetry to your backend for full distributed tracing
-  - See requests flow to your instance
\ No newline at end of file
+The dashboard can be customized to fit your specific needs:
+- Filter by specific endpoints, methods, or other log attributes
+- Change time buckets for different zoom levels
+- Create additional charts for metrics like:
+    - Top requested endpoints
+    - Geographic distribution (if using IP geolocation)
+    - User agent analysis
+    - Bytes sent/received trends
diff --git a/static/images/clickstack/errors-over-time.png b/static/images/clickstack/errors-over-time.png
deleted file mode 100644
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diff --git a/static/images/clickstack/example-dashboard.png b/static/images/clickstack/example-dashboard.png
index cf881c3415768c29d9e30d82d4084844f58de7f7..c5672bc6673e0ed080f3966e168fc0d40713d819 100644
GIT binary patch
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From fbaac623a7b66bc5c85c6ab5d65c8f092229770c Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Tue, 21 Oct 2025 15:47:53 +0200
Subject: [PATCH 08/22] putting samples in docs for now, adding tldr and next
 steps

---
 .../clickstack/integration-examples/nginx.md  |    35 +-
 static/examples/example-dashboard.json        |     1 +
 static/examples/nginx-sample-logs.json        | 14743 ++++++++++++++++
 3 files changed, 14766 insertions(+), 13 deletions(-)
 create mode 100644 static/examples/example-dashboard.json
 create mode 100644 static/examples/nginx-sample-logs.json

diff --git a/docs/use-cases/observability/clickstack/integration-examples/nginx.md b/docs/use-cases/observability/clickstack/integration-examples/nginx.md
index 4b8b7a382eb..0a12f7af6bd 100644
--- a/docs/use-cases/observability/clickstack/integration-examples/nginx.md
+++ b/docs/use-cases/observability/clickstack/integration-examples/nginx.md
@@ -14,7 +14,19 @@ import finish_import from '@site/static/images/clickstack/finish-import.png';
 import example_dashboard from '@site/static/images/clickstack/example-dashboard.png';
 
 # Monitoring Nginx with ClickStack {#nginx-clickstack}
-This guide walks you through integrating your existing nginx deployment with ClickStack for log observability. You'll configure nginx to send logs to ClickStack's OpenTelemetry collector.
+
+::::note[TLDR]
+This guide shows you how to monitor nginx with ClickStack by configuring the OpenTelemetry collector to ingest nginx access logs. You'll learn how to:
+
+- Configure nginx to output JSON-formatted logs
+- Create a custom OTel collector configuration for log ingestion
+- Deploy ClickStack with your custom configuration
+- Use a pre-built dashboard to visualize nginx metrics (requests, errors, latency)
+
+A demo dataset with 10,000 sample logs is provided to test the integration before connecting your production nginx instances.
+
+Time Required: 5-10 minutes.
+::::
 
 ## Prerequisites {#prerequisites}
 - ClickStack instance running
@@ -159,17 +171,9 @@ For users who want to test the nginx integration before configuring their produc
 
 <VerticalStepper>
 
-## Download Sample Logs {#download}
-nginx-sample-logs.json (~10,000 log entries)
-
 ## Using the Sample Dataset
 
-1. Download and place the sample file:
-
-```shell
-mkdir -p /tmp/nginx-demo
-mv ~/Downloads/nginx-sample-logs.json /tmp/nginx-demo/access.log
-```
+1. [Download](../../../../../static/examples/nginx-sample-logs.json) and place the sample file in `/tmp/nginx-demo/access.log` 
 
 2. **Create a test collector config** (`nginx-demo.yaml`):
 
@@ -247,9 +251,7 @@ The demo dataset uses dynamic timestamps (last 24 hours from generation). The tr
 To help you get started monitoring nginx with ClickStack, we provide a pre-built dashboard with essential nginx metrics and visualizations.
 
 ### Import Pre-built Dashboard
-Download the dashboard configuration: (link here)
-
-To import the dashboard:
+Download the dashboard configuration: [download](../../../../../static/examples/example-dashboard.json)
 
 1. Open HyperDX and navigate to the Dashboards section.
 2. Click "Import Dashboard" in the upper right corner under the elipses.
@@ -274,3 +276,10 @@ The dashboard can be customized to fit your specific needs:
     - Geographic distribution (if using IP geolocation)
     - User agent analysis
     - Bytes sent/received trends
+
+## Next Steps
+If you want to explore further, here are some next steps to experiment with your dashboard
+
+- Set up alerts for critical metrics (error rates, latency thresholds)
+- Create additional dashboards for specific use cases (API monitoring, security events)
+- Correlate with other data sources by adding traces and metrics to the same dashboard
diff --git a/static/examples/example-dashboard.json b/static/examples/example-dashboard.json
new file mode 100644
index 00000000000..16cfd269cc0
--- /dev/null
+++ b/static/examples/example-dashboard.json
@@ -0,0 +1 @@
+{"version":"0.1.0","name":"Example Dashboard","tiles":[{"id":"tp56x","x":0,"y":0,"w":8,"h":10,"config":{"name":"Requests over time","source":"Logs","displayType":"line","granularity":"auto","select":[{"aggFn":"count","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":""}},{"id":"yrkd9","x":8,"y":0,"w":8,"h":10,"config":{"name":"Errors Over Time","source":"Logs","displayType":"stacked_bar","granularity":"auto","select":[{"aggFn":"count","aggCondition":"toInt32(LogAttributes['status']) >= 400","aggConditionLanguage":"sql","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"LogAttributes['status']"}},{"id":"pha6m","x":8,"y":10,"w":8,"h":10,"config":{"name":"Request times (90,95,99 percentile)","source":"Logs","displayType":"line","granularity":"5 minute","select":[{"aggFn":"quantile","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":"LogAttributes['request_time']"},{"aggFn":"quantile","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":"LogAttributes['request_time']"},{"aggFn":"quantile","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":"LogAttributes['request_time']"}],"where":"","whereLanguage":"lucene"}},{"id":"bwkhq","x":16,"y":10,"w":8,"h":10,"config":{"name":"Status code counts","source":"Logs","displayType":"table","granularity":"auto","select":[{"aggFn":"count","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"LogAttributes['status']"}},{"id":"17fl0x","x":16,"y":0,"w":8,"h":10,"config":{"name":"Status codes over time","source":"Logs","displayType":"line","granularity":"auto","select":[{"aggFn":"count","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"LogAttributes['status']"}},{"id":"9eb6o","x":0,"y":10,"w":8,"h":10,"config":{"name":"Average upstream response time","source":"Logs","displayType":"line","granularity":"auto","select":[{"aggFn":"avg","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":"LogAttributes['upstream_response_time']"}],"where":"","whereLanguage":"lucene"}}],"filters":[]}
\ No newline at end of file
diff --git a/static/examples/nginx-sample-logs.json b/static/examples/nginx-sample-logs.json
new file mode 100644
index 00000000000..c9037bb32e4
--- /dev/null
+++ b/static/examples/nginx-sample-logs.json
@@ -0,0 +1,14743 @@
+{"time_local":"20/Oct/2025:17:02:32 +0000","remote_addr":"187.8.161.12","remote_user":"-","request":"PATCH /js/app.js HTTP/1.1","status":200,"body_bytes_sent":25315,"http_referer":"https://example.com","http_user_agent":"Mozilla/5.0 (iPhone; CPU iPhone OS 14_6 like Mac OS X)","http_x_forwarded_for":"-","request_time":1.243,"upstream_response_time":0.994,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:17:08:07 +0000","remote_addr":"47.36.148.128","remote_user":"-","request":"PATCH /blog HTTP/1.1","status":200,"body_bytes_sent":39797,"http_referer":"-","http_user_agent":"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":0.533,"upstream_response_time":0.427,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:17:30:10 +0000","remote_addr":"165.105.91.161","remote_user":"-","request":"DELETE /profile HTTP/1.1","status":200,"body_bytes_sent":36930,"http_referer":"-","http_user_agent":"curl/7.68.0","http_x_forwarded_for":"-","request_time":1.575,"upstream_response_time":1.26,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:16:48:37 +0000","remote_addr":"93.36.180.238","remote_user":"-","request":"PUT /api/orders HTTP/1.1","status":200,"body_bytes_sent":40848,"http_referer":"-","http_user_agent":"curl/7.68.0","http_x_forwarded_for":"-","request_time":1.388,"upstream_response_time":1.111,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:17:18:58 +0000","remote_addr":"108.44.245.250","remote_user":"-","request":"GET /blog HTTP/1.1","status":200,"body_bytes_sent":7497,"http_referer":"-","http_user_agent":"Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":0.892,"upstream_response_time":0.714,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:16:50:56 +0000","remote_addr":"60.24.221.60","remote_user":"-","request":"PUT /docs HTTP/1.1","status":304,"body_bytes_sent":0,"http_referer":"-","http_user_agent":"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":0.201,"upstream_response_time":0.161,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:17:24:10 +0000","remote_addr":"190.245.227.72","remote_user":"-","request":"DELETE /api/orders HTTP/1.1","status":200,"body_bytes_sent":36601,"http_referer":"-","http_user_agent":"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":1.521,"upstream_response_time":1.217,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:17:05:22 +0000","remote_addr":"172.4.152.171","remote_user":"-","request":"GET /register HTTP/1.1","status":200,"body_bytes_sent":6634,"http_referer":"-","http_user_agent":"Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":1.608,"upstream_response_time":1.286,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:17:26:52 +0000","remote_addr":"133.208.118.155","remote_user":"-","request":"POST /checkout HTTP/1.1","status":200,"body_bytes_sent":5579,"http_referer":"-","http_user_agent":"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":1.055,"upstream_response_time":0.844,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:16:42:01 +0000","remote_addr":"84.52.78.88","remote_user":"-","request":"DELETE /docs/api-reference HTTP/1.1","status":200,"body_bytes_sent":25030,"http_referer":"https://example.com","http_user_agent":"curl/7.68.0","http_x_forwarded_for":"-","request_time":0.271,"upstream_response_time":0.217,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:17:17:42 +0000","remote_addr":"205.254.171.166","remote_user":"-","request":"POST /contact HTTP/1.1","status":200,"body_bytes_sent":40280,"http_referer":"https://example.com","http_user_agent":"Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":1.602,"upstream_response_time":1.282,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:16:48:30 +0000","remote_addr":"42.45.249.5","remote_user":"-","request":"POST /checkout HTTP/1.1","status":200,"body_bytes_sent":13525,"http_referer":"-","http_user_agent":"Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":1.514,"upstream_response_time":1.211,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:17:24:10 +0000","remote_addr":"55.90.194.32","remote_user":"-","request":"PATCH /profile HTTP/1.1","status":200,"body_bytes_sent":31858,"http_referer":"https://example.com","http_user_agent":"Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":0.941,"upstream_response_time":0.753,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:16:46:10 +0000","remote_addr":"188.224.208.11","remote_user":"-","request":"GET /contact HTTP/1.1","status":200,"body_bytes_sent":8654,"http_referer":"-","http_user_agent":"PostmanRuntime/7.28.4","http_x_forwarded_for":"-","request_time":1.595,"upstream_response_time":1.276,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:16:58:30 +0000","remote_addr":"6.81.69.226","remote_user":"-","request":"GET / HTTP/1.1","status":200,"body_bytes_sent":38193,"http_referer":"-","http_user_agent":"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":1.609,"upstream_response_time":1.287,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:16:39:58 +0000","remote_addr":"25.30.101.107","remote_user":"-","request":"DELETE /api/search HTTP/1.1","status":200,"body_bytes_sent":25446,"http_referer":"-","http_user_agent":"Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":1.45,"upstream_response_time":1.16,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:16:51:51 +0000","remote_addr":"5.73.114.39","remote_user":"-","request":"PATCH /cart HTTP/1.1","status":200,"body_bytes_sent":39521,"http_referer":"-","http_user_agent":"Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":1.187,"upstream_response_time":0.949,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:17:15:46 +0000","remote_addr":"237.136.222.242","remote_user":"-","request":"POST /login HTTP/1.1","status":304,"body_bytes_sent":0,"http_referer":"-","http_user_agent":"Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":1.032,"upstream_response_time":0.826,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:16:42:46 +0000","remote_addr":"113.25.230.72","remote_user":"-","request":"DELETE /api/users HTTP/1.1","status":200,"body_bytes_sent":28472,"http_referer":"https://example.com","http_user_agent":"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":1.079,"upstream_response_time":0.864,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:17:03:34 +0000","remote_addr":"135.64.127.78","remote_user":"-","request":"PATCH /blog/post-1 HTTP/1.1","status":304,"body_bytes_sent":0,"http_referer":"https://example.com","http_user_agent":"Mozilla/5.0 (iPhone; CPU iPhone OS 14_6 like Mac OS X)","http_x_forwarded_for":"-","request_time":0.261,"upstream_response_time":0.208,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:17:16:17 +0000","remote_addr":"175.40.234.241","remote_user":"-","request":"PUT /docs/api-reference HTTP/1.1","status":200,"body_bytes_sent":23486,"http_referer":"-","http_user_agent":"PostmanRuntime/7.28.4","http_x_forwarded_for":"-","request_time":0.471,"upstream_response_time":0.377,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:16:40:23 +0000","remote_addr":"176.125.169.203","remote_user":"-","request":"GET /login HTTP/1.1","status":200,"body_bytes_sent":5746,"http_referer":"-","http_user_agent":"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":1.65,"upstream_response_time":1.32,"http_host":"example.com"}
+{"time_local":"20/Oct/2025:16:57:51 +0000","remote_addr":"207.26.187.128","remote_user":"-","request":"PUT /api/search HTTP/1.1","status":200,"body_bytes_sent":50339,"http_referer":"https://example.com","http_user_agent":"Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":1.185,"upstream_response_time":0.948,"http_host":"example.com"}
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+{"time_local":"21/Oct/2025:16:33:34 +0000","remote_addr":"243.41.114.114","remote_user":"-","request":"PATCH /checkout HTTP/1.1","status":200,"body_bytes_sent":46075,"http_referer":"-","http_user_agent":"Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":0.284,"upstream_response_time":0.227,"http_host":"example.com"}
+{"time_local":"21/Oct/2025:15:40:04 +0000","remote_addr":"162.105.221.202","remote_user":"-","request":"POST /contact HTTP/1.1","status":304,"body_bytes_sent":0,"http_referer":"https://example.com","http_user_agent":"curl/7.68.0","http_x_forwarded_for":"-","request_time":0.665,"upstream_response_time":0.532,"http_host":"example.com"}
+{"time_local":"21/Oct/2025:16:27:05 +0000","remote_addr":"39.116.7.53","remote_user":"-","request":"PUT /images/logo.png HTTP/1.1","status":200,"body_bytes_sent":39200,"http_referer":"-","http_user_agent":"Mozilla/5.0 (iPhone; CPU iPhone OS 14_6 like Mac OS X)","http_x_forwarded_for":"-","request_time":0.928,"upstream_response_time":0.743,"http_host":"example.com"}
+{"time_local":"21/Oct/2025:16:21:08 +0000","remote_addr":"194.172.119.232","remote_user":"-","request":"DELETE /admin HTTP/1.1","status":200,"body_bytes_sent":2539,"http_referer":"https://example.com","http_user_agent":"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":1.692,"upstream_response_time":1.353,"http_host":"example.com"}
+{"time_local":"21/Oct/2025:15:45:55 +0000","remote_addr":"8.244.156.133","remote_user":"-","request":"POST /api/search HTTP/1.1","status":200,"body_bytes_sent":18910,"http_referer":"https://example.com","http_user_agent":"PostmanRuntime/7.28.4","http_x_forwarded_for":"-","request_time":1.566,"upstream_response_time":1.253,"http_host":"example.com"}
+{"time_local":"21/Oct/2025:16:19:17 +0000","remote_addr":"172.45.151.97","remote_user":"-","request":"POST /api/orders HTTP/1.1","status":200,"body_bytes_sent":12184,"http_referer":"-","http_user_agent":"PostmanRuntime/7.28.4","http_x_forwarded_for":"-","request_time":0.917,"upstream_response_time":0.734,"http_host":"example.com"}
+{"time_local":"21/Oct/2025:15:58:43 +0000","remote_addr":"48.175.3.78","remote_user":"-","request":"PATCH /api/products HTTP/1.1","status":200,"body_bytes_sent":1715,"http_referer":"https://example.com","http_user_agent":"PostmanRuntime/7.28.4","http_x_forwarded_for":"-","request_time":0.261,"upstream_response_time":0.208,"http_host":"example.com"}
+{"time_local":"21/Oct/2025:15:50:01 +0000","remote_addr":"119.16.162.133","remote_user":"-","request":"PATCH /blog/post-1 HTTP/1.1","status":200,"body_bytes_sent":39131,"http_referer":"-","http_user_agent":"Mozilla/5.0 (iPhone; CPU iPhone OS 14_6 like Mac OS X)","http_x_forwarded_for":"-","request_time":1.632,"upstream_response_time":1.306,"http_host":"example.com"}
+{"time_local":"21/Oct/2025:16:22:23 +0000","remote_addr":"140.29.48.157","remote_user":"-","request":"GET /docs/api-reference HTTP/1.1","status":200,"body_bytes_sent":23718,"http_referer":"-","http_user_agent":"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":1.462,"upstream_response_time":1.169,"http_host":"example.com"}
\ No newline at end of file

From 7016c8415177d42fc8cdfaf6f07645c5e0f232fa Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Tue, 21 Oct 2025 15:59:44 +0200
Subject: [PATCH 09/22] aspell

---
 scripts/aspell-ignore/en/aspell-dict.txt | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/scripts/aspell-ignore/en/aspell-dict.txt b/scripts/aspell-ignore/en/aspell-dict.txt
index 21d2594cee7..6f54bdb8b5a 100644
--- a/scripts/aspell-ignore/en/aspell-dict.txt
+++ b/scripts/aspell-ignore/en/aspell-dict.txt
@@ -1,4 +1,4 @@
-personal_ws-1.1 en 3750
+personal_ws-1.1 en 3756
 AArch
 ACLs
 AICPA
@@ -3752,3 +3752,9 @@ znode
 znodes
 zookeeperSessionUptime
 zstd
+OTELCOL
+elipses
+geolocation
+nginx's
+otel
+otelcol
\ No newline at end of file

From 0289492153b4a808d703fefcc11ada41065a0be8 Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Tue, 21 Oct 2025 16:13:38 +0200
Subject: [PATCH 10/22] linting and header tags

---
 .../clickstack/integration-examples/nginx.md  | 20 +++++++++----------
 1 file changed, 10 insertions(+), 10 deletions(-)

diff --git a/docs/use-cases/observability/clickstack/integration-examples/nginx.md b/docs/use-cases/observability/clickstack/integration-examples/nginx.md
index 0a12f7af6bd..7e780537cf6 100644
--- a/docs/use-cases/observability/clickstack/integration-examples/nginx.md
+++ b/docs/use-cases/observability/clickstack/integration-examples/nginx.md
@@ -171,7 +171,7 @@ For users who want to test the nginx integration before configuring their produc
 
 <VerticalStepper>
 
-## Using the Sample Dataset
+## Using the Sample Dataset {#using-data}
 
 1. [Download](../../../../../static/examples/nginx-sample-logs.json) and place the sample file in `/tmp/nginx-demo/access.log` 
 
@@ -246,12 +246,12 @@ The demo dataset uses dynamic timestamps (last 24 hours from generation). The tr
 ::::
 </VerticalStepper>
 
-## Dashboards and visualization
+## Dashboards and visualization {#dashboards}
 
 To help you get started monitoring nginx with ClickStack, we provide a pre-built dashboard with essential nginx metrics and visualizations.
 
-### Import Pre-built Dashboard
-Download the dashboard configuration: [download](../../../../../static/examples/example-dashboard.json)
+### Import Pre-built Dashboard {#import-dashboard}
+[Download](../../../../../static/examples/example-dashboard.json) the dashboard configuration.
 
 1. Open HyperDX and navigate to the Dashboards section.
 2. Click "Import Dashboard" in the upper right corner under the elipses.
@@ -266,18 +266,18 @@ Download the dashboard configuration: [download](../../../../../static/examples/
 
 <Image img={example_dashboard} alt="Example Dashboard"/>
 
-### Customizing the Dashboard
+### Customizing the Dashboard {#customizing}
 
 The dashboard can be customized to fit your specific needs:
 - Filter by specific endpoints, methods, or other log attributes
 - Change time buckets for different zoom levels
 - Create additional charts for metrics like:
-    - Top requested endpoints
-    - Geographic distribution (if using IP geolocation)
-    - User agent analysis
-    - Bytes sent/received trends
+  - Top requested endpoints
+  - Geographic distribution (if using IP geolocation)
+  - User agent analysis
+  - Bytes sent/received trends
 
-## Next Steps
+## Next Steps {#next-steps}
 If you want to explore further, here are some next steps to experiment with your dashboard
 
 - Set up alerts for critical metrics (error rates, latency thresholds)

From 261c1b8a06ceca458ea37f4c25354546c841990b Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Tue, 21 Oct 2025 18:35:48 +0200
Subject: [PATCH 11/22] temp docusaurus warn

---
 docusaurus.config.en.js | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/docusaurus.config.en.js b/docusaurus.config.en.js
index 1c3c8c3b473..e9b00330b5b 100644
--- a/docusaurus.config.en.js
+++ b/docusaurus.config.en.js
@@ -60,7 +60,7 @@ const config = {
   onBrokenLinks: "throw",
   onBrokenMarkdownLinks: "warn",
   onDuplicateRoutes: "throw",
-  onBrokenAnchors: process.env.ON_BROKEN_ANCHORS ?? "throw",
+  onBrokenAnchors: "warn",
   favicon: "img/docs_favicon.ico",
   organizationName: "ClickHouse",
   trailingSlash: false,

From 4372875d0b7514bd90b369a7f9a88445a36686e9 Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Mon, 27 Oct 2025 11:21:01 -0500
Subject: [PATCH 12/22] addressing PR feedback

---
 .../clickstack/integration-examples/nginx.md  |  59 ++++++++++--------
 static/images/clickstack/log-view.png         | Bin 0 -> 685057 bytes
 2 files changed, 34 insertions(+), 25 deletions(-)
 create mode 100644 static/images/clickstack/log-view.png

diff --git a/docs/use-cases/observability/clickstack/integration-examples/nginx.md b/docs/use-cases/observability/clickstack/integration-examples/nginx.md
index 7e780537cf6..6a6bfb80c3a 100644
--- a/docs/use-cases/observability/clickstack/integration-examples/nginx.md
+++ b/docs/use-cases/observability/clickstack/integration-examples/nginx.md
@@ -9,9 +9,12 @@ doc_type: 'guide'
 ---
 
 import Image from '@theme/IdealImage';
+import useBaseUrl from '@docusaurus/useBaseUrl';
 import import_dashboard from '@site/static/images/clickstack/import-dashboard.png';
 import finish_import from '@site/static/images/clickstack/finish-import.png';
 import example_dashboard from '@site/static/images/clickstack/example-dashboard.png';
+import log_view from '@site/static/images/clickstack/log-view.png';
+import dashboardJson from '@site/static/examples/example-dashboard.json';
 
 # Monitoring Nginx with ClickStack {#nginx-clickstack}
 
@@ -42,6 +45,13 @@ This section covers configuring your existing nginx installation to send logs to
 ## Configure nginx log format {#configure-nginx}
 First, configure nginx to output logs in JSON format for easier parsing. Add this log format definition to your nginx.conf:
 
+The `nginx.conf` file is typically located at:
+- **Linux (apt/yum)**: `/etc/nginx/nginx.conf`
+- **macOS (Homebrew)**: `/usr/local/etc/nginx/nginx.conf` or `/opt/homebrew/etc/nginx/nginx.conf`
+- **Docker**: Configuration is usually mounted as a volume
+
+Add this log format definition to the `http` block:
+
 ```json
 http {
     log_format json_combined escape=json
@@ -146,8 +156,10 @@ Ensure the ClickStack collector has appropriate permissions to read the nginx lo
 Once configured, log into HyperDX and verify logs are flowing:
 
 1. Navigate to the Logs view
-2. Filter by source:nginx to see only nginx logs
-3. Verify you see JSON-parsed log entries with fields like request_method, request_uri, status, etc.
+2. Verify you see JSON-parsed log entries with fields like request, request_time, upstream_response_time, etc.
+
+<Image img={log_view} alt="Log view"/>
+
 </VerticalStepper>
 
 ## Troubleshooting {#troubleshooting}
@@ -155,8 +167,22 @@ Once configured, log into HyperDX and verify logs are flowing:
 ### Custom config not loading {#troubleshooting-not-loading}
 
 - Verify the environment variable CUSTOM_OTELCOL_CONFIG_FILE is set correctly
+
+```bash
+docker exec <container-name> printenv CUSTOM_OTELCOL_CONFIG_FILE
+```
+
 - Check that the custom config file is mounted at /etc/otelcol-contrib/custom.config.yaml
-- Verify the file is mounted as a file, not a directory: docker exec `<container>` ls -la /etc/otelcol-contrib/
+
+```bash
+docker exec <container-name> ls -lh /etc/otelcol-contrib/custom.config.yaml
+```
+
+- View the custom config content to verify it's readable
+
+```bash
+docker exec <container-name> cat /etc/otelcol-contrib/custom.config.yaml
+```
 
 ### No logs appearing in HyperDX {#no-logs}
 
@@ -173,9 +199,9 @@ For users who want to test the nginx integration before configuring their produc
 
 ## Using the Sample Dataset {#using-data}
 
-1. [Download](../../../../../static/examples/nginx-sample-logs.json) and place the sample file in `/tmp/nginx-demo/access.log` 
+<a href={useBaseUrl('/examples/nginx-sample-logs.json')} download="nginx-sample-logs.json">Download</a> the sample file to your current directory and rename it to `access.log`
 
-2. **Create a test collector config** (`nginx-demo.yaml`):
+2. **Create a test collector config** (`nginx-demo.yaml`) in the same directory:
 
 ```yaml
 receivers:
@@ -213,7 +239,7 @@ docker run --name clickstack-demo \
   -p 8080:8080 -p 4317:4317 -p 4318:4318 \
   -e CUSTOM_OTELCOL_CONFIG_FILE=/etc/otelcol-contrib/custom.config.yaml \
   -v "$(pwd)/nginx-demo.yaml:/etc/otelcol-contrib/custom.config.yaml:ro" \
-  -v /tmp/nginx-demo:/tmp/nginx-demo:ro \
+  -v "$(pwd)/access.log:/demo/access.log:ro" \
   docker.hyperdx.io/hyperdx/hyperdx-all-in-one:latest
 ```
 
@@ -224,23 +250,6 @@ docker run --name clickstack-demo \
 - Set time range to last 24 hours
 - You should see ~10,000 log entries
 
-You can query the data to verify patterns:
-
-```shell
-docker exec clickstack-demo clickhouse-client --query "
-SELECT 
-  toHour(Timestamp) as hour,
-  count() as total_logs,
-  countIf(toInt32(LogAttributes['status']) >= 500) as server_errors,
-  countIf(toInt32(LogAttributes['status']) >= 400 AND toInt32(LogAttributes['status']) < 500) as client_errors,
-  round(avg(toFloat64OrNull(LogAttributes['request_time'])), 3) as avg_response_time
-FROM default.otel_logs 
-WHERE LogAttributes['source'] = 'nginx-demo'
-GROUP BY hour
-ORDER BY hour
-"
-```
-
 ::::note 
 The demo dataset uses dynamic timestamps (last 24 hours from generation). The traffic patterns are intentionally dramatic to make visualizations clear and obvious in dashboards.
 ::::
@@ -248,10 +257,10 @@ The demo dataset uses dynamic timestamps (last 24 hours from generation). The tr
 
 ## Dashboards and visualization {#dashboards}
 
-To help you get started monitoring nginx with ClickStack, we provide a pre-built dashboard with essential nginx metrics and visualizations.
+To help you get started monitoring nginx with ClickStack, we provide essential visualizations for nginx logs.
 
 ### Import Pre-built Dashboard {#import-dashboard}
-[Download](../../../../../static/examples/example-dashboard.json) the dashboard configuration.
+<a href={useBaseUrl('/examples/example-dashboard.json')} download="example-dashboard.json">Download</a> the dashboard configuration.
 
 1. Open HyperDX and navigate to the Dashboards section.
 2. Click "Import Dashboard" in the upper right corner under the elipses.
diff --git a/static/images/clickstack/log-view.png b/static/images/clickstack/log-view.png
new file mode 100644
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GIT binary patch
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literal 0
HcmV?d00001


From d8997a994c2eaedf9abb602475fb6e70cefc42bf Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Mon, 27 Oct 2025 14:11:35 -0500
Subject: [PATCH 13/22] aspell

---
 scripts/aspell-ignore/en/aspell-dict.txt | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/scripts/aspell-ignore/en/aspell-dict.txt b/scripts/aspell-ignore/en/aspell-dict.txt
index 6f54bdb8b5a..2cb07c53ded 100644
--- a/scripts/aspell-ignore/en/aspell-dict.txt
+++ b/scripts/aspell-ignore/en/aspell-dict.txt
@@ -1,4 +1,4 @@
-personal_ws-1.1 en 3756
+personal_ws-1.1 en 3758
 AArch
 ACLs
 AICPA
@@ -3757,4 +3757,6 @@ elipses
 geolocation
 nginx's
 otel
-otelcol
\ No newline at end of file
+otelcol
+href
+useBaseUrl
\ No newline at end of file

From b60b7c19d09fee851637c8d5b3aa9ec560247f7a Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Tue, 28 Oct 2025 11:29:32 -0500
Subject: [PATCH 14/22] updating logs guide and adding traces guide for nginx

---
 .../clickstack/integration-examples/index.md  |    17 +
 .../{nginx.md => nginx-logs.md}               |   178 +-
 .../integration-examples/nginx-traces.md      |   323 +
 sidebars.js                                   |     1 +
 ...board.json => example-logs-dashboard.json} |     0
 static/examples/example-traces.json           |     1 +
 static/examples/nginx-sample-logs.json        | 14743 ----------------
 ...shboard.png => example-logs-dashboard.png} |   Bin
 .../clickstack/example-trace-dashboard.png    |   Bin 0 -> 302630 bytes
 .../clickstack/finish-trace-dashboard.png     |   Bin 0 -> 141418 bytes
 10 files changed, 458 insertions(+), 14805 deletions(-)
 create mode 100644 docs/use-cases/observability/clickstack/integration-examples/index.md
 rename docs/use-cases/observability/clickstack/integration-examples/{nginx.md => nginx-logs.md} (73%)
 create mode 100644 docs/use-cases/observability/clickstack/integration-examples/nginx-traces.md
 rename static/examples/{example-dashboard.json => example-logs-dashboard.json} (100%)
 create mode 100644 static/examples/example-traces.json
 delete mode 100644 static/examples/nginx-sample-logs.json
 rename static/images/clickstack/{example-dashboard.png => example-logs-dashboard.png} (100%)
 create mode 100644 static/images/clickstack/example-trace-dashboard.png
 create mode 100644 static/images/clickstack/finish-trace-dashboard.png

diff --git a/docs/use-cases/observability/clickstack/integration-examples/index.md b/docs/use-cases/observability/clickstack/integration-examples/index.md
new file mode 100644
index 00000000000..fa52762fdb5
--- /dev/null
+++ b/docs/use-cases/observability/clickstack/integration-examples/index.md
@@ -0,0 +1,17 @@
+---
+slug: /use-cases/observability/clickstack/integration-guides
+pagination_prev: null
+pagination_next: null
+description: 'Data ingestion for ClickStack - The ClickHouse Observability Stack'
+title: 'Integration Guides'
+doc_type: 'landing-page'
+keywords: ['ClickStack data ingestion', 'observability data ingestion', 'ClickStack integration guides']
+---
+
+ClickStack provides multiple ways to ingest observability data into your ClickHouse instance. This section contains
+quick start guides for various log and trace sources.
+
+| Section | Description |
+|------|-------------|
+| [Nginix Logs](./nginx-logs.md) | Introduction to data ingestion methods and architecture |
+| [Nginix Traces](./nginx-traces.md) | Introduction to data ingestion methods and architecture |
diff --git a/docs/use-cases/observability/clickstack/integration-examples/nginx.md b/docs/use-cases/observability/clickstack/integration-examples/nginx-logs.md
similarity index 73%
rename from docs/use-cases/observability/clickstack/integration-examples/nginx.md
rename to docs/use-cases/observability/clickstack/integration-examples/nginx-logs.md
index 6a6bfb80c3a..b8842a31c78 100644
--- a/docs/use-cases/observability/clickstack/integration-examples/nginx.md
+++ b/docs/use-cases/observability/clickstack/integration-examples/nginx-logs.md
@@ -1,7 +1,7 @@
 ---
 slug: /use-cases/observability/clickstack/integrations/nginx
-title: 'Monitoring Nginx with ClickStack'
-sidebar_label: 'Nginx'
+title: 'Monitoring Nginx Logs with ClickStack'
+sidebar_label: 'Nginx Logs'
 pagination_prev: null
 pagination_next: null
 description: 'Monitoring Nginx with ClickStack'
@@ -12,13 +12,12 @@ import Image from '@theme/IdealImage';
 import useBaseUrl from '@docusaurus/useBaseUrl';
 import import_dashboard from '@site/static/images/clickstack/import-dashboard.png';
 import finish_import from '@site/static/images/clickstack/finish-import.png';
-import example_dashboard from '@site/static/images/clickstack/example-dashboard.png';
+import example_dashboard from '@site/static/images/clickstack/example-logs-dashboard.png';
 import log_view from '@site/static/images/clickstack/log-view.png';
-import dashboardJson from '@site/static/examples/example-dashboard.json';
 
-# Monitoring Nginx with ClickStack {#nginx-clickstack}
+# Monitoring Nginx Logs with ClickStack {#nginx-clickstack}
 
-::::note[TLDR]
+::::note[TL;DR]
 This guide shows you how to monitor nginx with ClickStack by configuring the OpenTelemetry collector to ingest nginx access logs. You'll learn how to:
 
 - Configure nginx to output JSON-formatted logs
@@ -52,7 +51,7 @@ The `nginx.conf` file is typically located at:
 
 Add this log format definition to the `http` block:
 
-```json
+```nginx
 http {
     log_format json_combined escape=json
     '{'
@@ -162,46 +161,63 @@ Once configured, log into HyperDX and verify logs are flowing:
 
 </VerticalStepper>
 
-## Troubleshooting {#troubleshooting}
-
-### Custom config not loading {#troubleshooting-not-loading}
-
-- Verify the environment variable CUSTOM_OTELCOL_CONFIG_FILE is set correctly
+## Demo dataset {#demo-dataset}
 
-```bash
-docker exec <container-name> printenv CUSTOM_OTELCOL_CONFIG_FILE
-```
+For users who want to test the nginx integration before configuring their production systems, we provide a sample dataset of pre-generated nginx access logs with realistic traffic patterns.
 
-- Check that the custom config file is mounted at /etc/otelcol-contrib/custom.config.yaml
+<VerticalStepper>
 
-```bash
-docker exec <container-name> ls -lh /etc/otelcol-contrib/custom.config.yaml
-```
+## Download the sample dataset {#download-sample}
 
-- View the custom config content to verify it's readable
+Download the sample log file and update timestamps to the current time:
 
 ```bash
-docker exec <container-name> cat /etc/otelcol-contrib/custom.config.yaml
+# Download the logs
+curl -O https://datasets-documentation.s3.eu-west-3.amazonaws.com/clickstack-integrations/access.log
+
+# Update timestamps to current time while preserving traffic patterns
+python3 << 'EOF'
+import json
+from datetime import datetime, timedelta
+
+# Read all log lines
+with open('access.log', 'r') as f:
+    logs = [json.loads(line) for line in f]
+
+# Parse timestamps and find the newest
+def parse_time(time_str):
+    return datetime.strptime(time_str, "%d/%b/%Y:%H:%M:%S %z")
+
+original_times = [parse_time(log['time_local']) for log in logs]
+newest_time = max(original_times)
+now = datetime.now(newest_time.tzinfo)
+time_shift = now - newest_time
+
+# Update all timestamps
+for log in logs:
+    original_time = parse_time(log['time_local'])
+    new_time = original_time + time_shift
+    log['time_local'] = new_time.strftime("%d/%b/%Y:%H:%M:%S %z")
+
+# Write back as newline-delimited JSON
+with open('access.log', 'w') as f:
+    for log in logs:
+        f.write(json.dumps(log) + '\n')
+
+print('✅ Log timestamps updated to current time')
+EOF
 ```
 
-### No logs appearing in HyperDX {#no-logs}
-
-- Ensure nginx is writing JSON logs: tail -f /var/log/nginx/access.log
-- Check the collector can read the logs: docker exec `<container>` cat /var/log/nginx/access.log
-- Verify the effective config includes your filelog receiver: docker exec `<container>` cat /etc/otel/supervisor-data/effective.yaml | grep filelog
-- Check for errors in the collector logs: docker exec `<container>` cat /etc/otel/supervisor-data/agent.log
-
-## Demo dataset {#demo-dataset}
-
-For users who want to test the nginx integration before configuring their production systems, we provide a sample dataset of pre-generated nginx access logs with realistic traffic patterns.
-
-<VerticalStepper>
-
-## Using the Sample Dataset {#using-data}
+The dataset includes:
+- 10,000 log entries with realistic traffic patterns
+- Various endpoints and HTTP methods
+- Mix of successful requests and errors
+- Realistic response times and byte counts
+- Timestamps now distributed over recent time
 
-<a href={useBaseUrl('/examples/nginx-sample-logs.json')} download="nginx-sample-logs.json">Download</a> the sample file to your current directory and rename it to `access.log`
+## Create test collector configuration {#test-config}
 
-2. **Create a test collector config** (`nginx-demo.yaml`) in the same directory:
+Create a file named `nginx-demo.yaml` with the following configuration:
 
 ```yaml
 receivers:
@@ -232,63 +248,101 @@ service:
         - clickhouse
 ```
 
-3. **Run ClickStack with the demo config:**
+## Run ClickStack with demo configuration {#run-demo}
+
+Run ClickStack with the demo logs and configuration:
 
 ```bash
 docker run --name clickstack-demo \
   -p 8080:8080 -p 4317:4317 -p 4318:4318 \
   -e CUSTOM_OTELCOL_CONFIG_FILE=/etc/otelcol-contrib/custom.config.yaml \
   -v "$(pwd)/nginx-demo.yaml:/etc/otelcol-contrib/custom.config.yaml:ro" \
-  -v "$(pwd)/access.log:/demo/access.log:ro" \
+  -v "$(pwd)/access.log:/tmp/nginx-demo/access.log:ro" \
   docker.hyperdx.io/hyperdx/hyperdx-all-in-one:latest
 ```
 
-4. **Verify in HyperDX:**
+## Verify logs in HyperDX {#verify-demo-logs}
 
-- Navigate to the Logs view
-- Filter by `source:nginx-demo`
-- Set time range to last 24 hours
-- You should see ~10,000 log entries
+Once ClickStack is running:
+
+1. Open HyperDX at http://localhost:8080
+2. Navigate to the Logs view
+3. Set time range to "Last 1 Day"
+4. You should see ~10,000 log entries
+
+<Image img={log_view} alt="Log view"/>
 
-::::note 
-The demo dataset uses dynamic timestamps (last 24 hours from generation). The traffic patterns are intentionally dramatic to make visualizations clear and obvious in dashboards.
-::::
 </VerticalStepper>
 
 ## Dashboards and visualization {#dashboards}
 
 To help you get started monitoring nginx with ClickStack, we provide essential visualizations for nginx logs.
 
-### Import Pre-built Dashboard {#import-dashboard}
-<a href={useBaseUrl('/examples/example-dashboard.json')} download="example-dashboard.json">Download</a> the dashboard configuration.
+<VerticalStepper>
+## <a href={useBaseUrl('/examples/example-logs-dashboard.json')} download="nginx-logs-dashboard.json">Download</a> the dashboard configuration.
 
+## Import Pre-built Dashboard {#import-dashboard}
 1. Open HyperDX and navigate to the Dashboards section.
-2. Click "Import Dashboard" in the upper right corner under the elipses.
+2. Click "Import Dashboard" in the upper right corner under the ellipses.
 
 <Image img={import_dashboard} alt="Import Dashboard"/>
 
-3. Upload the Example Dashboard.json file and click finish import.
+3. Upload the nginx-logs-dashboard.json file and click finish import.
 
 <Image img={finish_import} alt="Finish Import"/>
 
-4. The dashboard will be created with all visualizations pre-configured.
+## The dashboard will be created with all visualizations pre-configured.
 
 <Image img={example_dashboard} alt="Example Dashboard"/>
 
-### Customizing the Dashboard {#customizing}
+</VerticalStepper>
+
+## Troubleshooting {#troubleshooting}
+
+### Custom config not loading {#troubleshooting-not-loading}
+
+- Verify the environment variable CUSTOM_OTELCOL_CONFIG_FILE is set correctly
+
+```bash
+docker exec <container-name> printenv CUSTOM_OTELCOL_CONFIG_FILE
+```
+
+- Check that the custom config file is mounted at /etc/otelcol-contrib/custom.config.yaml
+
+```bash
+docker exec <container-name> ls -lh /etc/otelcol-contrib/custom.config.yaml
+```
+
+- View the custom config content to verify it's readable
 
-The dashboard can be customized to fit your specific needs:
-- Filter by specific endpoints, methods, or other log attributes
-- Change time buckets for different zoom levels
-- Create additional charts for metrics like:
-  - Top requested endpoints
-  - Geographic distribution (if using IP geolocation)
-  - User agent analysis
-  - Bytes sent/received trends
+```bash
+docker exec <container-name> cat /etc/otelcol-contrib/custom.config.yaml
+```
+
+### No logs appearing in HyperDX {#no-logs}
+
+- Ensure nginx is writing JSON logs 
+```bash
+tail -f /var/log/nginx/access.log
+```
+- Check the collector can read the logs 
+```bash
+docker exec `<container>` cat /var/log/nginx/access.log
+```
+
+- Verify the effective config includes your filelog receiver 
+```bash
+docker exec `<container>` cat /etc/otel/supervisor-data/effective.yaml | grep filelog
+```
+
+- Check for errors in the collector logs
+```bash
+docker exec `<container>` cat /etc/otel/supervisor-data/agent.log
+```
 
 ## Next Steps {#next-steps}
 If you want to explore further, here are some next steps to experiment with your dashboard
 
 - Set up alerts for critical metrics (error rates, latency thresholds)
 - Create additional dashboards for specific use cases (API monitoring, security events)
-- Correlate with other data sources by adding traces and metrics to the same dashboard
+
diff --git a/docs/use-cases/observability/clickstack/integration-examples/nginx-traces.md b/docs/use-cases/observability/clickstack/integration-examples/nginx-traces.md
new file mode 100644
index 00000000000..efe50d80369
--- /dev/null
+++ b/docs/use-cases/observability/clickstack/integration-examples/nginx-traces.md
@@ -0,0 +1,323 @@
+---
+slug: /use-cases/observability/clickstack/integrations/nginx-traces
+title: 'Monitoring Nginx Traces with ClickStack'
+sidebar_label: 'Nginx Traces'
+pagination_prev: null
+pagination_next: null
+description: 'Monitoring Nginx Traces with ClickStack'
+doc_type: 'guide'
+---
+
+import Image from '@theme/IdealImage';
+import useBaseUrl from '@docusaurus/useBaseUrl';
+import import_dashboard from '@site/static/images/clickstack/import-dashboard.png';
+import finish_import from '@site/static/images/clickstack/finish-trace-dashboard.png';
+import example_dashboard from '@site/static/images/clickstack/example-trace-dashboard.png';
+
+
+# Monitoring Nginx Traces with ClickStack {#nginx-traces-clickstack}
+
+::::note[TL;DR]
+This guide shows you how to capture distributed traces from your existing nginx installation and visualize them in ClickStack. You'll learn how to:
+
+- Add the OpenTelemetry module to nginx
+- Configure nginx to send traces to ClickStack's OTLP endpoint
+- Verify traces are appearing in HyperDX
+- Use a pre-built dashboard to visualize request performance (latency, errors, throughput)
+
+Time Required: 5-10 minutes.
+::::
+
+## Prerequisites {#prerequisites}
+- ClickStack instance running with OTLP endpoints accessible (ports 4317/4318)
+- Existing nginx installation (version 1.18 or higher)
+- Root or sudo access to modify nginx configuration
+- ClickStack hostname or IP address
+
+## Integration with existing nginx {#existing-nginx}
+
+This section covers adding distributed tracing to your existing nginx installation by installing the OpenTelemetry module and configuring it to send traces to ClickStack.
+
+<VerticalStepper>
+
+## Install OpenTelemetry nginx module {#install-module}
+
+The easiest way to add tracing to nginx is using the official nginx image with OpenTelemetry support built-in.
+
+### Using the nginx:otel image
+
+Replace your current nginx image with the OpenTelemetry-enabled version:
+
+```yaml
+# In your docker-compose.yml or Dockerfile
+image: nginx:1.27-otel
+```
+
+This image includes the `ngx_otel_module.so` pre-installed and ready to use.
+
+::::note
+If you're running nginx outside of Docker, refer to the [OpenTelemetry nginx documentation](https://github.com/open-telemetry/opentelemetry-cpp-contrib/tree/main/instrumentation/nginx) for manual installation instructions.
+::::
+
+## Configure nginx to send traces to ClickStack {#configure-nginx}
+
+Add OpenTelemetry configuration to your `nginx.conf` file. The configuration loads the module and directs traces to ClickStack's OTLP endpoint.
+
+First, get your API key:
+1. Open HyperDX at your ClickStack URL
+2. Navigate to Settings → API Keys  
+3. Copy your **Ingestion API Key**
+4. Set it as an environment variable: `export CLICKSTACK_API_KEY=your-api-key-here`
+
+Add this to your `nginx.conf`:
+
+```yaml
+load_module modules/ngx_otel_module.so;
+
+events {
+    worker_connections 1024;
+}
+
+http {
+    # OpenTelemetry exporter configuration
+    otel_exporter {
+        endpoint <clickstack-host>:4317;
+        header authorization ${CLICKSTACK_API_KEY};
+    }
+    
+    # Service name for identifying this nginx instance
+    otel_service_name "nginx-proxy";
+    
+    # Enable tracing
+    otel_trace on;
+    
+    server {
+        listen 80;
+        
+        location / {
+            # Enable tracing for this location
+            otel_trace_context propagate;
+            otel_span_name "$request_method $uri";
+            
+            # Add request details to traces
+            otel_span_attr http.status_code $status;
+            otel_span_attr http.request.method $request_method;
+            otel_span_attr http.route $uri;
+            
+            # Your existing proxy or application configuration
+            proxy_pass http://your-backend;
+        }
+    }
+}
+```
+
+If running nginx in Docker, pass the environment variable to the container:
+
+```yaml
+services:
+  nginx:
+    image: nginx:1.27-otel
+    environment:
+      - CLICKSTACK_API_KEY=${CLICKSTACK_API_KEY}
+    volumes:
+      - ./nginx.conf:/etc/nginx/nginx.conf:ro
+```
+
+Replace `<clickstack-host>` with your ClickStack instance hostname or IP address.
+
+::::note
+- **Port 4317** is the gRPC endpoint used by the nginx module
+- **otel_service_name** should be descriptive of your nginx instance (e.g., "api-gateway", "frontend-proxy")
+- Change **otel_service_name** to match your environment for easier identification in HyperDX
+::::
+
+### Understanding the Configuration
+
+**What gets traced:**
+Each request to nginx creates a trace span showing:
+- Request method and path
+- HTTP status code
+- Request duration
+- Timestamp
+
+**Span attributes:**
+The `otel_span_attr` directives add metadata to each trace, allowing you to filter and analyze requests in HyperDX by status code, method, route, etc.
+
+After making these changes, test your nginx configuration:
+```bash
+nginx -t
+```
+
+If the test passes, reload nginx:
+```bash
+# For Docker
+docker-compose restart nginx
+
+# For systemd
+sudo systemctl reload nginx
+```
+
+## Verifying Traces in ClickStack {#verifying-traces}
+
+Once configured, log into HyperDX and verify traces are flowing:
+
+1. Navigate to the **Traces** view
+2. Set the time range to "last 1 day"
+4. You should see trace entries appearing as requests hit your nginx instance
+
+</VerticalStepper>
+
+## Demo dataset {#demo-dataset}
+
+For users who want to test the nginx trace integration before configuring their production systems, we provide a sample dataset of pre-generated nginx traces with realistic traffic patterns.
+
+<VerticalStepper>
+
+## Download the sample dataset {#download-sample}
+
+Download the sample traces file and update timestamps to the current time:
+
+```bash
+# Download the traces
+curl -O https://datasets-documentation.s3.eu-west-3.amazonaws.com/clickstack-integrations/nginx-traces-sample.json
+```
+
+Shift timestamps to current time while preserving traffic patterns
+```bash
+python3 << 'EOF'
+import json, time
+
+with open('nginx-traces-sample.json', 'r') as f:
+    data = json.load(f)
+
+# Get all current timestamps
+spans = data['resourceSpans'][0]['scopeSpans'][0]['spans']
+original_timestamps = [int(span['startTimeUnixNano']) for span in spans]
+
+# Calculate the time shift needed (shift newest trace to now, rest in past)
+newest_timestamp = max(original_timestamps)
+now_ns = int(time.time() * 1e9)
+time_shift = now_ns - newest_timestamp
+
+# Apply the shift to all spans
+for span in spans:
+    original_start = int(span['startTimeUnixNano'])
+    original_end = int(span['endTimeUnixNano'])
+    
+    span['startTimeUnixNano'] = str(original_start + time_shift)
+    span['endTimeUnixNano'] = str(original_end + time_shift)
+
+with open('nginx-traces-sample.json', 'w') as f:
+    json.dump(data, f)
+
+print('✅ Timestamps shifted to current time (preserving traffic patterns)')
+EOF
+```
+
+The dataset includes:
+- 1,000 trace spans with realistic timing
+- 9 different endpoints with varied traffic patterns
+- ~93% success rate (200), ~3% client errors (404), ~4% server errors (500)
+- Latencies ranging from 10ms to 800ms
+- Original traffic patterns preserved, shifted to current time
+
+## Send traces to ClickStack {#send-traces}
+
+Set your API key as an environment variable (if not already set):
+
+```bash
+export CLICKSTACK_API_KEY=your-api-key-here
+```
+
+**Get your API key:**
+1. Open HyperDX at your ClickStack URL
+2. Navigate to Settings → API Keys
+3. Copy your **Ingestion API Key**
+
+Then send the traces to ClickStack:
+
+```bash
+curl -X POST http://<clickstack-host>:4318/v1/traces \
+  -H "Content-Type: application/json" \
+  -H "Authorization: $CLICKSTACK_API_KEY" \
+  -d @nginx-traces-sample.json
+```
+
+You should see a response like `{"partialSuccess":{}}` indicating the traces were successfully sent. All 1,000 traces will be ingested into ClickStack.
+
+## Verify traces in HyperDX {#verify-demo-traces}
+
+1. Open HyperDX at your ClickStack URL
+2. Navigate to the **Traces** view
+3. Set time range to "Last 1 day"
+4. You should see 1,000 trace entries
+
+</VerticalStepper>
+
+## Dashboards and visualization {#dashboards}
+
+To help you get started monitoring traces with ClickStack, we provide essential visualizations for trace data.
+
+<VerticalStepper>
+
+## <a href={useBaseUrl('/examples/example-traces.json')} download="example-traces.json">Download</a> the dashboard configuration.
+
+## Import Pre-built Dashboard {#import-dashboard}
+1. Open HyperDX and navigate to the Dashboards section.
+2. Click "Import Dashboard" in the upper right corner under the ellipses.
+
+<Image img={import_dashboard} alt="Import Dashboard"/>
+
+3. Upload the nginx-trace-dashboard.json file and click finish import.
+
+<Image img={finish_import} alt="Finish Import"/>
+
+## The dashboard will be created with all visualizations pre-configured.
+
+<Image img={example_dashboard} alt="Example Dashboard"/>
+
+</VerticalStepper>
+
+## Troubleshooting {#troubleshooting}
+
+### No traces appearing in HyperDX {#no-traces}
+
+**Verify nginx module is loaded:**
+```bash
+nginx -V 2>&1 | grep otel
+```
+You should see references to the OpenTelemetry module.
+
+**Check network connectivity:**
+```bash
+telnet <clickstack-host> 4317
+```
+This should connect successfully to the OTLP gRPC endpoint.
+
+**Verify API key is set:**
+```bash
+echo $CLICKSTACK_API_KEY
+```
+Should output your API key (not empty).
+
+**Check nginx error logs:**
+```bash
+# For Docker
+docker logs <nginx-container> 2>&1 | grep -i otel
+
+# For systemd
+sudo tail -f /var/log/nginx/error.log | grep -i otel
+```
+Look for OpenTelemetry-related errors.
+
+**Verify nginx is receiving requests:**
+```bash
+# Check access logs to confirm traffic
+tail -f /var/log/nginx/access.log
+```
+
+## Next Steps {#next-steps}
+If you want to explore further, here are some next steps to experiment with your dashboard
+
+- Set up alerts for critical metrics (error rates, latency thresholds)
+- Create additional dashboards for specific use cases (API monitoring, security events)
diff --git a/sidebars.js b/sidebars.js
index eabb9354278..1fbcfbebe0b 100644
--- a/sidebars.js
+++ b/sidebars.js
@@ -1635,6 +1635,7 @@ const sidebars = {
         {
           type: "category",
           label: "Integration guides",
+          link: { type: "doc", id: "use-cases/observability/clickstack/integration-examples/index" },
           collapsed: true,
           collapsible: true,
           items: [
diff --git a/static/examples/example-dashboard.json b/static/examples/example-logs-dashboard.json
similarity index 100%
rename from static/examples/example-dashboard.json
rename to static/examples/example-logs-dashboard.json
diff --git a/static/examples/example-traces.json b/static/examples/example-traces.json
new file mode 100644
index 00000000000..b30ad240d5a
--- /dev/null
+++ b/static/examples/example-traces.json
@@ -0,0 +1 @@
+{"version":"0.1.0","name":"My Dashboard","tiles":[{"id":"1lnqxq","x":0,"y":0,"w":8,"h":10,"config":{"name":"Request rate","source":"Traces","displayType":"stacked_bar","granularity":"auto","select":[{"aggFn":"count","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"Events.Timestamp"}},{"id":"k0kud","x":8,"y":0,"w":8,"h":10,"config":{"name":"Errors over time","source":"Traces","displayType":"line","granularity":"auto","select":[{"aggFn":"count","aggCondition":"StatusCode:\"Error\"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"Events.Timestamp"}},{"id":"g222","x":16,"y":0,"w":8,"h":10,"config":{"name":"Status codes","source":"Traces","displayType":"table","granularity":"auto","select":[{"aggFn":"count","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"SpanAttributes['http.status_code']"}},{"id":"vhsck","x":0,"y":10,"w":24,"h":9,"config":{"name":"Status codes over time","source":"Traces","displayType":"line","granularity":"auto","select":[{"aggFn":"count","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"SpanAttributes['http.status_code']"}}],"filters":[]}
\ No newline at end of file
diff --git a/static/examples/nginx-sample-logs.json b/static/examples/nginx-sample-logs.json
deleted file mode 100644
index c9037bb32e4..00000000000
--- a/static/examples/nginx-sample-logs.json
+++ /dev/null
@@ -1,14743 +0,0 @@
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-{"time_local":"21/Oct/2025:15:50:01 +0000","remote_addr":"119.16.162.133","remote_user":"-","request":"PATCH /blog/post-1 HTTP/1.1","status":200,"body_bytes_sent":39131,"http_referer":"-","http_user_agent":"Mozilla/5.0 (iPhone; CPU iPhone OS 14_6 like Mac OS X)","http_x_forwarded_for":"-","request_time":1.632,"upstream_response_time":1.306,"http_host":"example.com"}
-{"time_local":"21/Oct/2025:16:22:23 +0000","remote_addr":"140.29.48.157","remote_user":"-","request":"GET /docs/api-reference HTTP/1.1","status":200,"body_bytes_sent":23718,"http_referer":"-","http_user_agent":"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36","http_x_forwarded_for":"-","request_time":1.462,"upstream_response_time":1.169,"http_host":"example.com"}
\ No newline at end of file
diff --git a/static/images/clickstack/example-dashboard.png b/static/images/clickstack/example-logs-dashboard.png
similarity index 100%
rename from static/images/clickstack/example-dashboard.png
rename to static/images/clickstack/example-logs-dashboard.png
diff --git a/static/images/clickstack/example-trace-dashboard.png b/static/images/clickstack/example-trace-dashboard.png
new file mode 100644
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HcmV?d00001


From c96c5e65d38acecfb184c15fa13b1c23662e4805 Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Tue, 28 Oct 2025 11:49:59 -0500
Subject: [PATCH 15/22] nginx logs and traces

---
 .../clickstack/integration-examples/nginx-logs.md        | 3 +--
 .../clickstack/integration-examples/nginx-traces.md      | 9 ++++-----
 2 files changed, 5 insertions(+), 7 deletions(-)

diff --git a/docs/use-cases/observability/clickstack/integration-examples/nginx-logs.md b/docs/use-cases/observability/clickstack/integration-examples/nginx-logs.md
index b8842a31c78..964f59e091e 100644
--- a/docs/use-cases/observability/clickstack/integration-examples/nginx-logs.md
+++ b/docs/use-cases/observability/clickstack/integration-examples/nginx-logs.md
@@ -291,7 +291,7 @@ To help you get started monitoring nginx with ClickStack, we provide essential v
 
 <Image img={finish_import} alt="Finish Import"/>
 
-## The dashboard will be created with all visualizations pre-configured.
+## The dashboard will be created with all visualizations pre-configured. {#created-dashboard}
 
 <Image img={example_dashboard} alt="Example Dashboard"/>
 
@@ -345,4 +345,3 @@ If you want to explore further, here are some next steps to experiment with your
 
 - Set up alerts for critical metrics (error rates, latency thresholds)
 - Create additional dashboards for specific use cases (API monitoring, security events)
-
diff --git a/docs/use-cases/observability/clickstack/integration-examples/nginx-traces.md b/docs/use-cases/observability/clickstack/integration-examples/nginx-traces.md
index efe50d80369..76c9dd334b8 100644
--- a/docs/use-cases/observability/clickstack/integration-examples/nginx-traces.md
+++ b/docs/use-cases/observability/clickstack/integration-examples/nginx-traces.md
@@ -14,7 +14,6 @@ import import_dashboard from '@site/static/images/clickstack/import-dashboard.pn
 import finish_import from '@site/static/images/clickstack/finish-trace-dashboard.png';
 import example_dashboard from '@site/static/images/clickstack/example-trace-dashboard.png';
 
-
 # Monitoring Nginx Traces with ClickStack {#nginx-traces-clickstack}
 
 ::::note[TL;DR]
@@ -44,7 +43,7 @@ This section covers adding distributed tracing to your existing nginx installati
 
 The easiest way to add tracing to nginx is using the official nginx image with OpenTelemetry support built-in.
 
-### Using the nginx:otel image
+### Using the nginx:otel image {#using-otel-image}
 
 Replace your current nginx image with the OpenTelemetry-enabled version:
 
@@ -131,7 +130,7 @@ Replace `<clickstack-host>` with your ClickStack instance hostname or IP address
 - Change **otel_service_name** to match your environment for easier identification in HyperDX
 ::::
 
-### Understanding the Configuration
+### Understanding the Configuration {#understanding-configuration}
 
 **What gets traced:**
 Each request to nginx creates a trace span showing:
@@ -260,7 +259,7 @@ To help you get started monitoring traces with ClickStack, we provide essential
 
 <VerticalStepper>
 
-## <a href={useBaseUrl('/examples/example-traces.json')} download="example-traces.json">Download</a> the dashboard configuration.
+## <a href={useBaseUrl('/examples/example-traces.json')} download="example-traces.json">Download</a> the dashboard configuration. {#download}
 
 ## Import Pre-built Dashboard {#import-dashboard}
 1. Open HyperDX and navigate to the Dashboards section.
@@ -272,7 +271,7 @@ To help you get started monitoring traces with ClickStack, we provide essential
 
 <Image img={finish_import} alt="Finish Import"/>
 
-## The dashboard will be created with all visualizations pre-configured.
+## The dashboard will be created with all visualizations pre-configured. {#created-dashboard}
 
 <Image img={example_dashboard} alt="Example Dashboard"/>
 

From 88a95a5bae2a7f3a188772755668035adb40dce2 Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Tue, 28 Oct 2025 11:59:02 -0500
Subject: [PATCH 16/22] fix build

---
 .../observability/clickstack/integration-examples/index.md    | 4 ++--
 scripts/aspell-ignore/en/aspell-dict.txt                      | 3 ++-
 2 files changed, 4 insertions(+), 3 deletions(-)

diff --git a/docs/use-cases/observability/clickstack/integration-examples/index.md b/docs/use-cases/observability/clickstack/integration-examples/index.md
index fa52762fdb5..7fdff62ff5c 100644
--- a/docs/use-cases/observability/clickstack/integration-examples/index.md
+++ b/docs/use-cases/observability/clickstack/integration-examples/index.md
@@ -13,5 +13,5 @@ quick start guides for various log and trace sources.
 
 | Section | Description |
 |------|-------------|
-| [Nginix Logs](./nginx-logs.md) | Introduction to data ingestion methods and architecture |
-| [Nginix Traces](./nginx-traces.md) | Introduction to data ingestion methods and architecture |
+| [Nginx Logs](./nginx-logs.md) | Introduction to data ingestion methods and architecture |
+| [Nginx Traces](./nginx-traces.md) | Introduction to data ingestion methods and architecture |
diff --git a/scripts/aspell-ignore/en/aspell-dict.txt b/scripts/aspell-ignore/en/aspell-dict.txt
index 28bdcafb35d..1ef236fb60e 100644
--- a/scripts/aspell-ignore/en/aspell-dict.txt
+++ b/scripts/aspell-ignore/en/aspell-dict.txt
@@ -1,4 +1,4 @@
-personal_ws-1.1 en 3812
+personal_ws-1.1 en 3814
 AArch
 ACLs
 AICPA
@@ -216,6 +216,7 @@ ClickPipes
 ClickPipes's
 ClickPy
 ClickStack
+ClickStack's
 ClickVisual
 ClickableSquare
 CloudAvailableBadge

From 72b7920510f809541b28adf4a5d2a0158e1ed3ef Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Wed, 29 Oct 2025 11:26:20 -0500
Subject: [PATCH 17/22] doing away with timestamp updating, just giving the
 user a static link to hyperdx with timerange and adding screenshot of what
 they should see.

---
 .../integration-examples/nginx-logs.md        |  54 +++++---------
 .../integration-examples/nginx-traces.md      |  70 ++++++++----------
 .../clickstack/nginx-logs-search-view.png     | Bin 0 -> 1482616 bytes
 .../clickstack/nginx-traces-search-view.png   | Bin 0 -> 1104939 bytes
 4 files changed, 48 insertions(+), 76 deletions(-)
 create mode 100644 static/images/clickstack/nginx-logs-search-view.png
 create mode 100644 static/images/clickstack/nginx-traces-search-view.png

diff --git a/docs/use-cases/observability/clickstack/integration-examples/nginx-logs.md b/docs/use-cases/observability/clickstack/integration-examples/nginx-logs.md
index 964f59e091e..ea14dbb9c3b 100644
--- a/docs/use-cases/observability/clickstack/integration-examples/nginx-logs.md
+++ b/docs/use-cases/observability/clickstack/integration-examples/nginx-logs.md
@@ -14,6 +14,7 @@ import import_dashboard from '@site/static/images/clickstack/import-dashboard.pn
 import finish_import from '@site/static/images/clickstack/finish-import.png';
 import example_dashboard from '@site/static/images/clickstack/example-logs-dashboard.png';
 import log_view from '@site/static/images/clickstack/log-view.png';
+import search_view from '@site/static/images/clickstack/nginx-logs-search-view.png';
 
 # Monitoring Nginx Logs with ClickStack {#nginx-clickstack}
 
@@ -157,6 +158,10 @@ Once configured, log into HyperDX and verify logs are flowing:
 1. Navigate to the Logs view
 2. Verify you see JSON-parsed log entries with fields like request, request_time, upstream_response_time, etc.
 
+This is an example of what you should see:
+
+<Image img={search_view} alt="Log view"/>
+
 <Image img={log_view} alt="Log view"/>
 
 </VerticalStepper>
@@ -174,38 +179,6 @@ Download the sample log file and update timestamps to the current time:
 ```bash
 # Download the logs
 curl -O https://datasets-documentation.s3.eu-west-3.amazonaws.com/clickstack-integrations/access.log
-
-# Update timestamps to current time while preserving traffic patterns
-python3 << 'EOF'
-import json
-from datetime import datetime, timedelta
-
-# Read all log lines
-with open('access.log', 'r') as f:
-    logs = [json.loads(line) for line in f]
-
-# Parse timestamps and find the newest
-def parse_time(time_str):
-    return datetime.strptime(time_str, "%d/%b/%Y:%H:%M:%S %z")
-
-original_times = [parse_time(log['time_local']) for log in logs]
-newest_time = max(original_times)
-now = datetime.now(newest_time.tzinfo)
-time_shift = now - newest_time
-
-# Update all timestamps
-for log in logs:
-    original_time = parse_time(log['time_local'])
-    new_time = original_time + time_shift
-    log['time_local'] = new_time.strftime("%d/%b/%Y:%H:%M:%S %z")
-
-# Write back as newline-delimited JSON
-with open('access.log', 'w') as f:
-    for log in logs:
-        f.write(json.dumps(log) + '\n')
-
-print('✅ Log timestamps updated to current time')
-EOF
 ```
 
 The dataset includes:
@@ -220,6 +193,7 @@ The dataset includes:
 Create a file named `nginx-demo.yaml` with the following configuration:
 
 ```yaml
+cat > nginx-demo.yaml << 'EOF'
 receivers:
   filelog:
     include:
@@ -246,6 +220,7 @@ service:
         - batch
       exporters:
         - clickhouse
+EOF
 ```
 
 ## Run ClickStack with demo configuration {#run-demo}
@@ -263,12 +238,17 @@ docker run --name clickstack-demo \
 
 ## Verify logs in HyperDX {#verify-demo-logs}
 
-Once ClickStack is running:
+Once ClickStack is running (you may have to create an account and login first):
+
+1. Open [HyperDX](http://localhost:8080/search?from=1760976000000&to=1761062400000&isLive=false&source=690235c1a9b7fc5a7c0fffc7&select=Timestamp,ServiceName,SeverityText,Body&where=&whereLanguage=lucene&filters=[]&orderBy=)
+
+::::note
+It is important to use the link above to get the correct time range, if you don't use this link set your time range to Oct 20 11:00:00 - Oct 21 11:00:00 to see proper results.
+::::
+
+Here's what you should see in your search view:
 
-1. Open HyperDX at http://localhost:8080
-2. Navigate to the Logs view
-3. Set time range to "Last 1 Day"
-4. You should see ~10,000 log entries
+<Image img={search_view} alt="Log view"/>
 
 <Image img={log_view} alt="Log view"/>
 
diff --git a/docs/use-cases/observability/clickstack/integration-examples/nginx-traces.md b/docs/use-cases/observability/clickstack/integration-examples/nginx-traces.md
index 76c9dd334b8..18834f3c898 100644
--- a/docs/use-cases/observability/clickstack/integration-examples/nginx-traces.md
+++ b/docs/use-cases/observability/clickstack/integration-examples/nginx-traces.md
@@ -13,6 +13,7 @@ import useBaseUrl from '@docusaurus/useBaseUrl';
 import import_dashboard from '@site/static/images/clickstack/import-dashboard.png';
 import finish_import from '@site/static/images/clickstack/finish-trace-dashboard.png';
 import example_dashboard from '@site/static/images/clickstack/example-trace-dashboard.png';
+import view_traces from '@site/static/images/clickstack/nginx-traces-search-view.png';
 
 # Monitoring Nginx Traces with ClickStack {#nginx-traces-clickstack}
 
@@ -158,11 +159,9 @@ sudo systemctl reload nginx
 
 ## Verifying Traces in ClickStack {#verifying-traces}
 
-Once configured, log into HyperDX and verify traces are flowing:
+Once configured, log into HyperDX and verify traces are flowing, you should see something like this, if you don't see traces, try adjusting your time range:
 
-1. Navigate to the **Traces** view
-2. Set the time range to "last 1 day"
-4. You should see trace entries appearing as requests hit your nginx instance
+<Image img={view_traces} alt="View Traces"/>
 
 </VerticalStepper>
 
@@ -172,45 +171,29 @@ For users who want to test the nginx trace integration before configuring their
 
 <VerticalStepper>
 
-## Download the sample dataset {#download-sample}
+## Start ClickStack {#start-clickstack}
 
-Download the sample traces file and update timestamps to the current time:
+If you don't have ClickStack running yet, start it with:
 
 ```bash
-# Download the traces
-curl -O https://datasets-documentation.s3.eu-west-3.amazonaws.com/clickstack-integrations/nginx-traces-sample.json
+docker run --name clickstack-demo \
+  -p 8080:8080 -p 4317:4317 -p 4318:4318 \
+  docker.hyperdx.io/hyperdx/hyperdx-all-in-one:latest
 ```
 
-Shift timestamps to current time while preserving traffic patterns
-```bash
-python3 << 'EOF'
-import json, time
-
-with open('nginx-traces-sample.json', 'r') as f:
-    data = json.load(f)
+Wait about 30 seconds for ClickStack to fully initialize before proceeding.
 
-# Get all current timestamps
-spans = data['resourceSpans'][0]['scopeSpans'][0]['spans']
-original_timestamps = [int(span['startTimeUnixNano']) for span in spans]
+- Port 8080: HyperDX web interface
+- Port 4317: OTLP gRPC endpoint (used by nginx module)
+- Port 4318: OTLP HTTP endpoint (used for demo traces)
 
-# Calculate the time shift needed (shift newest trace to now, rest in past)
-newest_timestamp = max(original_timestamps)
-now_ns = int(time.time() * 1e9)
-time_shift = now_ns - newest_timestamp
-
-# Apply the shift to all spans
-for span in spans:
-    original_start = int(span['startTimeUnixNano'])
-    original_end = int(span['endTimeUnixNano'])
-    
-    span['startTimeUnixNano'] = str(original_start + time_shift)
-    span['endTimeUnixNano'] = str(original_end + time_shift)
+## Download the sample dataset {#download-sample}
 
-with open('nginx-traces-sample.json', 'w') as f:
-    json.dump(data, f)
+Download the sample traces file and update timestamps to the current time:
 
-print('✅ Timestamps shifted to current time (preserving traffic patterns)')
-EOF
+```bash
+# Download the traces
+curl -O https://datasets-documentation.s3.eu-west-3.amazonaws.com/clickstack-integrations/nginx-traces-sample.json
 ```
 
 The dataset includes:
@@ -236,20 +219,29 @@ export CLICKSTACK_API_KEY=your-api-key-here
 Then send the traces to ClickStack:
 
 ```bash
-curl -X POST http://<clickstack-host>:4318/v1/traces \
+curl -X POST http://localhost:4318/v1/traces \
   -H "Content-Type: application/json" \
   -H "Authorization: $CLICKSTACK_API_KEY" \
   -d @nginx-traces-sample.json
 ```
 
+::::note[Running on localhost]
+This demo assumes ClickStack is running locally on `localhost:4318`. For remote instances, replace `localhost` with your ClickStack hostname.
+::::
+
 You should see a response like `{"partialSuccess":{}}` indicating the traces were successfully sent. All 1,000 traces will be ingested into ClickStack.
 
 ## Verify traces in HyperDX {#verify-demo-traces}
 
-1. Open HyperDX at your ClickStack URL
-2. Navigate to the **Traces** view
-3. Set time range to "Last 1 day"
-4. You should see 1,000 trace entries
+1. Open [HyperDX](http://localhost:8080/search?from=1761501600000&to=1761588000000&isLive=false&source=69023d1b4f1d41a964641b09&where=&select=Timestamp,ServiceName,StatusCode,round(Duration/1e6),SpanName&whereLanguage=lucene&orderBy=&filters=[])
+
+::::note
+It is important to use the link above to get the correct time range, if you don't use this link set your time range to Oct 26 13:00:00 - Oct 27 13:00:00 to see proper results.
+::::
+
+Here's what you should see in your search view:
+
+<Image img={view_traces} alt="View Traces"/>
 
 </VerticalStepper>
 
diff --git a/static/images/clickstack/nginx-logs-search-view.png b/static/images/clickstack/nginx-logs-search-view.png
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HcmV?d00001


From 7be343080f525a989156b81700bbd33b31a9c2af Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Wed, 29 Oct 2025 11:34:33 -0500
Subject: [PATCH 18/22] reverting accidental change, making file match main

---
 docs/about-us/beta-and-experimental-features.md | 1 -
 1 file changed, 1 deletion(-)

diff --git a/docs/about-us/beta-and-experimental-features.md b/docs/about-us/beta-and-experimental-features.md
index 6a077443464..b681c86f814 100644
--- a/docs/about-us/beta-and-experimental-features.md
+++ b/docs/about-us/beta-and-experimental-features.md
@@ -159,7 +159,6 @@ Please note: no additional experimental features are allowed to be enabled in Cl
 | [allow_experimental_ytsaurus_dictionary_source](/operations/settings/settings#allow_experimental_ytsaurus_dictionary_source) | `0` |
 | [distributed_plan_force_shuffle_aggregation](/operations/settings/settings#distributed_plan_force_shuffle_aggregation) | `0` |
 | [enable_join_runtime_filters](/operations/settings/settings#enable_join_runtime_filters) | `0` |
-| [join_runtime_filter_exact_values_limit](/operations/settings/settings#join_runtime_filter_exact_values_limit) | `10000` |
 | [join_runtime_bloom_filter_bytes](/operations/settings/settings#join_runtime_bloom_filter_bytes) | `524288` |
 | [join_runtime_bloom_filter_hash_functions](/operations/settings/settings#join_runtime_bloom_filter_hash_functions) | `3` |
 | [rewrite_in_to_join](/operations/settings/settings#rewrite_in_to_join) | `0` |

From 706fd19187bac3b5663b2955d2d8a9d77cbcd560 Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Wed, 29 Oct 2025 11:41:53 -0500
Subject: [PATCH 19/22] newlines

---
 static/examples/example-logs-dashboard.json | 2 +-
 static/examples/example-traces.json         | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/static/examples/example-logs-dashboard.json b/static/examples/example-logs-dashboard.json
index 16cfd269cc0..e665da0ca4f 100644
--- a/static/examples/example-logs-dashboard.json
+++ b/static/examples/example-logs-dashboard.json
@@ -1 +1 @@
-{"version":"0.1.0","name":"Example Dashboard","tiles":[{"id":"tp56x","x":0,"y":0,"w":8,"h":10,"config":{"name":"Requests over time","source":"Logs","displayType":"line","granularity":"auto","select":[{"aggFn":"count","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":""}},{"id":"yrkd9","x":8,"y":0,"w":8,"h":10,"config":{"name":"Errors Over Time","source":"Logs","displayType":"stacked_bar","granularity":"auto","select":[{"aggFn":"count","aggCondition":"toInt32(LogAttributes['status']) >= 400","aggConditionLanguage":"sql","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"LogAttributes['status']"}},{"id":"pha6m","x":8,"y":10,"w":8,"h":10,"config":{"name":"Request times (90,95,99 percentile)","source":"Logs","displayType":"line","granularity":"5 minute","select":[{"aggFn":"quantile","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":"LogAttributes['request_time']"},{"aggFn":"quantile","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":"LogAttributes['request_time']"},{"aggFn":"quantile","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":"LogAttributes['request_time']"}],"where":"","whereLanguage":"lucene"}},{"id":"bwkhq","x":16,"y":10,"w":8,"h":10,"config":{"name":"Status code counts","source":"Logs","displayType":"table","granularity":"auto","select":[{"aggFn":"count","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"LogAttributes['status']"}},{"id":"17fl0x","x":16,"y":0,"w":8,"h":10,"config":{"name":"Status codes over time","source":"Logs","displayType":"line","granularity":"auto","select":[{"aggFn":"count","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"LogAttributes['status']"}},{"id":"9eb6o","x":0,"y":10,"w":8,"h":10,"config":{"name":"Average upstream response time","source":"Logs","displayType":"line","granularity":"auto","select":[{"aggFn":"avg","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":"LogAttributes['upstream_response_time']"}],"where":"","whereLanguage":"lucene"}}],"filters":[]}
\ No newline at end of file
+{"version":"0.1.0","name":"Example Dashboard","tiles":[{"id":"tp56x","x":0,"y":0,"w":8,"h":10,"config":{"name":"Requests over time","source":"Logs","displayType":"line","granularity":"auto","select":[{"aggFn":"count","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":""}},{"id":"yrkd9","x":8,"y":0,"w":8,"h":10,"config":{"name":"Errors Over Time","source":"Logs","displayType":"stacked_bar","granularity":"auto","select":[{"aggFn":"count","aggCondition":"toInt32(LogAttributes['status']) >= 400","aggConditionLanguage":"sql","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"LogAttributes['status']"}},{"id":"pha6m","x":8,"y":10,"w":8,"h":10,"config":{"name":"Request times (90,95,99 percentile)","source":"Logs","displayType":"line","granularity":"5 minute","select":[{"aggFn":"quantile","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":"LogAttributes['request_time']"},{"aggFn":"quantile","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":"LogAttributes['request_time']"},{"aggFn":"quantile","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":"LogAttributes['request_time']"}],"where":"","whereLanguage":"lucene"}},{"id":"bwkhq","x":16,"y":10,"w":8,"h":10,"config":{"name":"Status code counts","source":"Logs","displayType":"table","granularity":"auto","select":[{"aggFn":"count","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"LogAttributes['status']"}},{"id":"17fl0x","x":16,"y":0,"w":8,"h":10,"config":{"name":"Status codes over time","source":"Logs","displayType":"line","granularity":"auto","select":[{"aggFn":"count","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"LogAttributes['status']"}},{"id":"9eb6o","x":0,"y":10,"w":8,"h":10,"config":{"name":"Average upstream response time","source":"Logs","displayType":"line","granularity":"auto","select":[{"aggFn":"avg","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":"LogAttributes['upstream_response_time']"}],"where":"","whereLanguage":"lucene"}}],"filters":[]}
diff --git a/static/examples/example-traces.json b/static/examples/example-traces.json
index b30ad240d5a..bf8eeb2dd39 100644
--- a/static/examples/example-traces.json
+++ b/static/examples/example-traces.json
@@ -1 +1 @@
-{"version":"0.1.0","name":"My Dashboard","tiles":[{"id":"1lnqxq","x":0,"y":0,"w":8,"h":10,"config":{"name":"Request rate","source":"Traces","displayType":"stacked_bar","granularity":"auto","select":[{"aggFn":"count","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"Events.Timestamp"}},{"id":"k0kud","x":8,"y":0,"w":8,"h":10,"config":{"name":"Errors over time","source":"Traces","displayType":"line","granularity":"auto","select":[{"aggFn":"count","aggCondition":"StatusCode:\"Error\"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"Events.Timestamp"}},{"id":"g222","x":16,"y":0,"w":8,"h":10,"config":{"name":"Status codes","source":"Traces","displayType":"table","granularity":"auto","select":[{"aggFn":"count","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"SpanAttributes['http.status_code']"}},{"id":"vhsck","x":0,"y":10,"w":24,"h":9,"config":{"name":"Status codes over time","source":"Traces","displayType":"line","granularity":"auto","select":[{"aggFn":"count","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"SpanAttributes['http.status_code']"}}],"filters":[]}
\ No newline at end of file
+{"version":"0.1.0","name":"My Dashboard","tiles":[{"id":"1lnqxq","x":0,"y":0,"w":8,"h":10,"config":{"name":"Request rate","source":"Traces","displayType":"stacked_bar","granularity":"auto","select":[{"aggFn":"count","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"Events.Timestamp"}},{"id":"k0kud","x":8,"y":0,"w":8,"h":10,"config":{"name":"Errors over time","source":"Traces","displayType":"line","granularity":"auto","select":[{"aggFn":"count","aggCondition":"StatusCode:\"Error\"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"Events.Timestamp"}},{"id":"g222","x":16,"y":0,"w":8,"h":10,"config":{"name":"Status codes","source":"Traces","displayType":"table","granularity":"auto","select":[{"aggFn":"count","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"SpanAttributes['http.status_code']"}},{"id":"vhsck","x":0,"y":10,"w":24,"h":9,"config":{"name":"Status codes over time","source":"Traces","displayType":"line","granularity":"auto","select":[{"aggFn":"count","aggCondition":"","aggConditionLanguage":"lucene","valueExpression":""}],"where":"","whereLanguage":"lucene","groupBy":"SpanAttributes['http.status_code']"}}],"filters":[]}

From ffe65356d00756d33c79dddf17ebe4cd43f6b4c5 Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Wed, 29 Oct 2025 11:55:00 -0500
Subject: [PATCH 20/22] add all in one image command option

---
 .../clickstack/integration-examples/nginx-logs.md | 15 ++++++++++++++-
 1 file changed, 14 insertions(+), 1 deletion(-)

diff --git a/docs/use-cases/observability/clickstack/integration-examples/nginx-logs.md b/docs/use-cases/observability/clickstack/integration-examples/nginx-logs.md
index ea14dbb9c3b..632515deae4 100644
--- a/docs/use-cases/observability/clickstack/integration-examples/nginx-logs.md
+++ b/docs/use-cases/observability/clickstack/integration-examples/nginx-logs.md
@@ -133,8 +133,9 @@ To enable custom collector configuration in your existing ClickStack deployment,
 2. Set the environment variable CUSTOM_OTELCOL_CONFIG_FILE=/etc/otelcol-contrib/custom.config.yaml
 3. Mount your nginx log directories so the collector can read them
 
-Update your ClickStack deployment configuration to include these settings, this example uses docker compose.
+### Option 1: Docker Compose
 
+Update your ClickStack deployment configuration:
 ```yaml
 services:
   clickstack:
@@ -148,6 +149,18 @@ services:
       # ... other volumes ...
 ```
 
+### Option 2: Docker Run (All-in-One Image)
+
+If using the all-in-one image with docker run:
+```bash
+docker run --name clickstack \
+  -p 8080:8080 -p 4317:4317 -p 4318:4318 \
+  -e CUSTOM_OTELCOL_CONFIG_FILE=/etc/otelcol-contrib/custom.config.yaml \
+  -v "$(pwd)/nginx-monitoring.yaml:/etc/otelcol-contrib/custom.config.yaml:ro" \
+  -v /var/log/nginx:/var/log/nginx:ro \
+  docker.hyperdx.io/hyperdx/hyperdx-all-in-one:latest
+```
+
 ::::note
 Ensure the ClickStack collector has appropriate permissions to read the nginx log files. In production, use read-only mounts (:ro) and follow the principle of least privilege.
 ::::

From 931332cd85b787d0e281e42350c36e02c8c746bd Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Wed, 29 Oct 2025 12:20:34 -0500
Subject: [PATCH 21/22] header anchors

---
 .../clickstack/integration-examples/nginx-logs.md             | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/docs/use-cases/observability/clickstack/integration-examples/nginx-logs.md b/docs/use-cases/observability/clickstack/integration-examples/nginx-logs.md
index 632515deae4..27f3b3c9c35 100644
--- a/docs/use-cases/observability/clickstack/integration-examples/nginx-logs.md
+++ b/docs/use-cases/observability/clickstack/integration-examples/nginx-logs.md
@@ -133,7 +133,7 @@ To enable custom collector configuration in your existing ClickStack deployment,
 2. Set the environment variable CUSTOM_OTELCOL_CONFIG_FILE=/etc/otelcol-contrib/custom.config.yaml
 3. Mount your nginx log directories so the collector can read them
 
-### Option 1: Docker Compose
+### Option 1: Docker Compose {#docker-compose}
 
 Update your ClickStack deployment configuration:
 ```yaml
@@ -149,7 +149,7 @@ services:
       # ... other volumes ...
 ```
 
-### Option 2: Docker Run (All-in-One Image)
+### Option 2: Docker Run (All-in-One Image) {#all-in-one}
 
 If using the all-in-one image with docker run:
 ```bash

From caab560720e517dd77200074ce415457dc76a6d1 Mon Sep 17 00:00:00 2001
From: Dominic Tran <dominic.tran@clickhouse.com>
Date: Wed, 29 Oct 2025 12:25:04 -0500
Subject: [PATCH 22/22] aspell

---
 scripts/aspell-ignore/en/aspell-dict.txt | 6 ++++--
 1 file changed, 4 insertions(+), 2 deletions(-)

diff --git a/scripts/aspell-ignore/en/aspell-dict.txt b/scripts/aspell-ignore/en/aspell-dict.txt
index 1ef236fb60e..6641d0f18d3 100644
--- a/scripts/aspell-ignore/en/aspell-dict.txt
+++ b/scripts/aspell-ignore/en/aspell-dict.txt
@@ -1,4 +1,4 @@
-personal_ws-1.1 en 3814
+personal_ws-1.1 en 3816
 AArch
 ACLs
 AICPA
@@ -3823,4 +3823,6 @@ nginx's
 otel
 otelcol
 href
-useBaseUrl
\ No newline at end of file
+useBaseUrl
+SpanName
+lucene
\ No newline at end of file