diff --git a/packages/ingest-mongodb-public/src/sources/mongodbDotCom/webSources.ts b/packages/ingest-mongodb-public/src/sources/mongodbDotCom/webSources.ts
index dba62db7b..3804c2fbd 100644
--- a/packages/ingest-mongodb-public/src/sources/mongodbDotCom/webSources.ts
+++ b/packages/ingest-mongodb-public/src/sources/mongodbDotCom/webSources.ts
@@ -222,9 +222,9 @@ export const initialWebSources: InitialWebSource[] = [
   {
     name: "blog",
     urls: [
+      "https://www.mongodb.com/blog/post/2024-william-zola-award-for-community-excellence-recipient",
       "https://www.mongodb.com/blog/post/3-ways-mongodb-ea-azure-arc-certification-serves-customers",
-      "https://www.mongodb.com/blog/post/7-new-resource-policies-strengthen-atlas-security",
-      "https://www.mongodb.com/blog/post/a-new-way-to-query-introducing-atlas-search-playground",
+      "https://www.mongodb.com/blog/post/7-new-resource-policies-strengthen",
       "https://www.mongodb.com/blog/post/accelerating-mongodb-migration-to-azure-microsoft-migration-factory",
       "https://www.mongodb.com/blog/post/accelerating-sybase-to-mongodb-modernization-peerai",
       "https://www.mongodb.com/blog/post/advancing-encryption-in-mongodb-atlas",
@@ -232,39 +232,37 @@ export const initialWebSources: InitialWebSource[] = [
       "https://www.mongodb.com/blog/post/agnostiq-mongodb-high-performance-computing-for-all",
       "https://www.mongodb.com/blog/post/ahamove-rides-vietnams-ecommerce-boom-ai-on-mongodb",
       "https://www.mongodb.com/blog/post/ai-agents-hybrid-search-indexing-with-langchain-mongodb",
-      "https://www.mongodb.com/blog/post/ai-applications-program-partner-spotlight-cohere-leading-ai-foundation-models-enterprise",
       "https://www.mongodb.com/blog/post/ai-driven-noise-analysis-for-automotive-diagnostics",
       "https://www.mongodb.com/blog/post/ai-powered-call-centers-new-era-of-customer-service",
       "https://www.mongodb.com/blog/post/ai-powered-java-applications-with-mongodb-langchain4j",
-      "https://www.mongodb.com/blog/post/ai-powered-media-personalization-mongodb-vector-search",
       "https://www.mongodb.com/blog/post/ai-powered-retail-with-together-ai-mongodb",
-      "https://www.mongodb.com/blog/post/announcing-2025-mongodb-phd-fellowship-recipients",
-      "https://www.mongodb.com/blog/post/announcing-direct-query-support-for-mongodb-atlas-connector-power-bi",
       "https://www.mongodb.com/blog/post/announcing-hybrid-search-support-for-llama-index",
       "https://www.mongodb.com/blog/post/announcing-mongodb-mcp-server",
-      "https://www.mongodb.com/blog/post/announcing-mongodb-server-8-0-platform-support-improvements",
-      "https://www.mongodb.com/blog/post/anti-money-laundering-fraud-prevention-mongodb-vector-search-openai",
       "https://www.mongodb.com/blog/post/assessing-business-loan-risks-mongodb-generative-ai",
-      "https://www.mongodb.com/blog/post/atlas-edge-server-now-in-public-preview",
       "https://www.mongodb.com/blog/post/atlas-search-nodes-now-with-multi-region-availability",
       "https://www.mongodb.com/blog/post/atlas-stream-processing-adds-aws-regions-vpc-peering-more",
       "https://www.mongodb.com/blog/post/atlas-stream-processing-cost-effective-way-integrate-kafka-mongodb",
-      "https://www.mongodb.com/blog/post/atlas-stream-processing-now-generally-available",
       "https://www.mongodb.com/blog/post/atlas-stream-processing-now-supports-azure-and-azure-private-link",
       "https://www.mongodb.com/blog/post/automate-network-management-using-gen-ai-ops-mongodb",
+      "https://www.mongodb.com/blog/post/away-from-keyboard-anaiya-raisinghani-developer-advocate",
+      "https://www.mongodb.com/blog/post/away-from-keyboard-apoorva-joshi-mongodb-senior-ai-developer-advocate",
+      "https://www.mongodb.com/blog/post/away-from-keyboard-everton-agner-staff-software-engineer",
       "https://www.mongodb.com/blog/post/away-from-keyboard-kyle-lai-software-engineer-2",
-      "https://www.mongodb.com/blog/post/aws-names-mongodb-asean-global-software-partner-of-year",
+      "https://www.mongodb.com/blog/post/away-from-the-keyboard-ariel-hou-staff-engineer",
+      "https://www.mongodb.com/blog/post/away-from-the-keyboard-rafa-liou-senior-partner-marketing-manager",
       "https://www.mongodb.com/blog/post/baic-group-powers-internet-of-vehicles-with-mongodb",
       "https://www.mongodb.com/blog/post/better-digital-banking-experiences-with-ai-mongodb",
       "https://www.mongodb.com/blog/post/binary-quantization-rescoring-96-less-memory-faster-search",
       "https://www.mongodb.com/blog/post/boosting-customer-lifetime-value-agmeta-mongodb",
       "https://www.mongodb.com/blog/post/bringing-gen-ai-into-real-world-with-ramblr-mongodb",
-      "https://www.mongodb.com/blog/post/building-gen-ai-applications-using-iguazio-mongodb",
+      "https://www.mongodb.com/blog/post/building-gen-ai-mongodb-ai-partners-december-2024",
       "https://www.mongodb.com/blog/post/building-gen-ai-mongodb-ai-partners-february-2025",
-      "https://www.mongodb.com/blog/post/building-gen-ai-mongodb-ai-partners-may-2024",
-      "https://www.mongodb.com/blog/post/building-gen-ai-powered-predictive-maintenance-mongodb",
-      "https://www.mongodb.com/blog/post/building-modern-applications-faster-new-capabilities-mongodb-local-nyc-2024",
-      "https://www.mongodb.com/blog/post/building-the-next-big-thing-together-partner-awards-2024",
+      "https://www.mongodb.com/blog/post/building-gen-ai-mongodb-ai-partners-january-2025",
+      "https://www.mongodb.com/blog/post/building-gen-ai-mongodb-ai-partners-july-2024",
+      "https://www.mongodb.com/blog/post/building-gen-ai-mongodb-ai-partners-november-2024",
+      "https://www.mongodb.com/blog/post/building-gen-ai-mongodb-ai-partners-october-2024",
+      "https://www.mongodb.com/blog/post/building-genai-mongodb-ai-partners-september-2024",
+      "https://www.mongodb.com/blog/post/building-genai-with-mongodb-ai-partners-august-2024",
       "https://www.mongodb.com/blog/post/building-unified-data-platform-for-gen-ai",
       "https://www.mongodb.com/blog/post/built-mongodb-atlas-helps-team-gpt-launch-two-weeks",
       "https://www.mongodb.com/blog/post/built-mongodb-buzzy-makes-ai-application-development-more-accessible",
@@ -272,27 +270,23 @@ export const initialWebSources: InitialWebSource[] = [
       "https://www.mongodb.com/blog/post/busting-top-myths-about-mongodb-vs-relational-databases",
       "https://www.mongodb.com/blog/post/checkpointers-native-parent-child-retrievers-with-langchain-mongodb",
       "https://www.mongodb.com/blog/post/commerce-scale-zepto-reduces-latency-by-40-percent-mongodb",
-      "https://www.mongodb.com/blog/post/converged-ai-application-datastore-for-insurance",
       "https://www.mongodb.com/blog/post/ctf-life-leverages-mongodb-atlas-deliver-customer-centric-service",
       "https://www.mongodb.com/blog/post/culture/reimagining-legacy-systems-with-ai-why-were-building-future",
+      "https://www.mongodb.com/blog/post/culture/what-i-wish-id-known-before-becoming-solutions-architect",
       "https://www.mongodb.com/blog/post/customer-service-expert-wati-io-scales-up-on-mongodb",
       "https://www.mongodb.com/blog/post/debunking-mongodb-myths-enterprise-use-cases",
       "https://www.mongodb.com/blog/post/debunking-mongodb-myths-security-scale-performance",
       "https://www.mongodb.com/blog/post/ditto-mongodb-connector-seamlessly-sync-edge-and-cloud-data",
+      "https://www.mongodb.com/blog/post/driving-neurodiversity-awareness-education-at-mongodb",
       "https://www.mongodb.com/blog/post/driving-retail-loyalty-with-mongodb-cognigy",
       "https://www.mongodb.com/blog/post/dual-journey-healthcare-interoperability-modernization",
       "https://www.mongodb.com/blog/post/dynamic-workloads-predictable-costs-mongodb-atlas-flex-tier",
       "https://www.mongodb.com/blog/post/elevate-your-java-applications-mongodb-spring-ai",
-      "https://www.mongodb.com/blog/post/elevate-your-python-ai-projects-mongodb-haystack",
-      "https://www.mongodb.com/blog/post/elevating-database-performance-introducing-query-insights-mongodb-atlas",
       "https://www.mongodb.com/blog/post/embracing-open-finance-innovation-with-mongodb",
       "https://www.mongodb.com/blog/post/empower-financial-services-developers-with-document-model",
       "https://www.mongodb.com/blog/post/empower-innovation-in-insurance-mongodb-informatica",
-      "https://www.mongodb.com/blog/post/empowering-aspiring-developers-africa-mongodb-mytechdev-partnership",
+      "https://www.mongodb.com/blog/post/engineering/conformance-checking-at-mongodb-testing-our-code-matches-our-tla-specs",
       "https://www.mongodb.com/blog/post/engineering/rethinking-information-retrieval-mongodb-with-voyage-ai",
-      "https://www.mongodb.com/blog/post/enhancing-mongodb-atlas-go-sdk-with-automated-code-generation",
-      "https://www.mongodb.com/blog/post/enhancing-retail-retrieval-augmented-generation-rag",
-      "https://www.mongodb.com/blog/post/exact-nearest-neighbor-vector-search-for-precise-retrieval",
       "https://www.mongodb.com/blog/post/exploring-new-security-billing-customization-features-in-atlas-charts",
       "https://www.mongodb.com/blog/post/find-hidden-insights-vector-databases-semantic-clustering",
       "https://www.mongodb.com/blog/post/firebase-mongodb-atlas-powerful-combo-for-rapid-app-development",
@@ -300,47 +294,53 @@ export const initialWebSources: InitialWebSource[] = [
       "https://www.mongodb.com/blog/post/goodnotes-finds-marketplace-success-using-mongodb-atlas",
       "https://www.mongodb.com/blog/post/grab-drives-50-percent-efficiencies-mongodb-atlas",
       "https://www.mongodb.com/blog/post/graphrag-mongodb-atlas-integrating-knowledge-graphs-with-llms",
+      "https://www.mongodb.com/blog/post/hanabi-technologies-uses-mongodb-to-power-ai-assistant-hana",
       "https://www.mongodb.com/blog/post/hasura-powerful-access-control-on-mongodb-data",
       "https://www.mongodb.com/blog/post/health-tech-startup-aktivo-labs-scales-up-with-mongodb-atlas",
       "https://www.mongodb.com/blog/post/how-cognistxs-squary-ai-is-redefining-information-access",
       "https://www.mongodb.com/blog/post/how-mongodb-scales-copilot-ai-humanized-sales-interactions",
       "https://www.mongodb.com/blog/post/how-neurodiversity-shines-at-mongodb",
-      "https://www.mongodb.com/blog/post/how-nfsa-is-using-mongodb-atlas-ai-make-aussie-culture-accessible",
       "https://www.mongodb.com/blog/post/improving-mongodb-queries-by-simplifying-boolean-expressions",
       "https://www.mongodb.com/blog/post/improving-omnichannel-ordering-bopis-delivery-with-mongodb",
+      "https://www.mongodb.com/blog/post/influencing-product-strategy-at-mongodb-garaudy-etienne",
       "https://www.mongodb.com/blog/post/innovating-with-mongodb-customer-successes-march-2025",
+      "https://www.mongodb.com/blog/post/innovating-with-mongodb-customer-successes-may-2025",
       "https://www.mongodb.com/blog/post/innovation/agentic-workflows-insurance-claim-processing",
       "https://www.mongodb.com/blog/post/innovation/capgemini-mongodb-smarter-ai-data-for-business",
+      "https://www.mongodb.com/blog/post/innovation/digital-receipts-mining-customer-business-insight-mongodb",
+      "https://www.mongodb.com/blog/post/innovation/enhancing-ai-observability-mongodb-and-langtrace",
       "https://www.mongodb.com/blog/post/innovation/how-mongodb-google-cloud-power-future-of-in-car-assistants",
+      "https://www.mongodb.com/blog/post/innovation/intellect-design-accelerates-legacy-modernization-by-200-percent-mongodb-gen-ai",
+      "https://www.mongodb.com/blog/post/innovation/luna-ai-mongodb-throw-lifeline-to-product-teams",
+      "https://www.mongodb.com/blog/post/innovation/mongodb-deepset-pave-way-for-effortless-ai-app-creation",
       "https://www.mongodb.com/blog/post/innovation/multi-agentic-systems-in-industry-xmpro-mongodb-atlas",
+      "https://www.mongodb.com/blog/post/innovation/navigating-ai-revolution-importance-of-adaptation",
       "https://www.mongodb.com/blog/post/innovation/orderonline-ai-improves-conversion-rate-by-56-percent-mongodb",
+      "https://www.mongodb.com/blog/post/innovation/pointhealthai-scaling-precision-medicine-for-millions",
       "https://www.mongodb.com/blog/post/innovation/reimagining-investment-portfolio-management-with-agentic-ai",
+      "https://www.mongodb.com/blog/post/innovation/secure-your-rag-workflows-mongodb-atlas-enkrypt-ai",
       "https://www.mongodb.com/blog/post/innovation/ubuy-scales-ecommerce-globally-unlocks-ai-with-mongodb",
+      "https://www.mongodb.com/blog/post/innovation/unified-commerce-retail-innovation-with-mongodb-atlas",
       "https://www.mongodb.com/blog/post/innovation/vpbank-builds-openapi-platform-with-mongodb",
-      "https://www.mongodb.com/blog/post/inside-mongodbs-early-access-programs",
       "https://www.mongodb.com/blog/post/intellect-ai-unleashes-ai-at-scale-with-mongodb",
-      "https://www.mongodb.com/blog/post/introducing-ai-powered-natural-language-mode-atlas-charts",
-      "https://www.mongodb.com/blog/post/introducing-database-digest-building-foundations-for-success",
+      "https://www.mongodb.com/blog/post/introducing-dark-mode-mongodb-documentation",
       "https://www.mongodb.com/blog/post/introducing-mongodb-atlas-service-accounts-via-oauth-2-0",
       "https://www.mongodb.com/blog/post/introducing-multi-kubernetes-cluster-deployment-support",
       "https://www.mongodb.com/blog/post/introducing-new-mongodb-application-delivery-certification",
       "https://www.mongodb.com/blog/post/introducing-new-navigation-for-mongodb-atlas-cloud-manager",
       "https://www.mongodb.com/blog/post/introducing-two-mongodb-generative-ai-learning-badges",
+      "https://www.mongodb.com/blog/post/learning-experience-celebrating-year-of-mongodb-developer-days",
       "https://www.mongodb.com/blog/post/leveraging-an-operational-data-layer-for-telco-success",
       "https://www.mongodb.com/blog/post/leveraging-big-query-json-for-optimized-mongodb-dataflow-pipelines",
-      "https://www.mongodb.com/blog/post/leveraging-database-observability-mongodb-real-life-use-case",
-      "https://www.mongodb.com/blog/post/magicpin-builds-indias-largest-hyperlocal-retail-platform-on-mongodb",
       "https://www.mongodb.com/blog/post/managing-data-corruption-in-the-cloud",
+      "https://www.mongodb.com/blog/post/managing-mongodbs-devops-tools-soa-programs",
       "https://www.mongodb.com/blog/post/meeting-uks-telecommunications-security-act-mongodb",
-      "https://www.mongodb.com/blog/post/microservices-realizing-benefits-without-complexity",
       "https://www.mongodb.com/blog/post/modernize-on-prem-mongodb-google-cloud-migration-center",
       "https://www.mongodb.com/blog/post/modernizing-telecom-legacy-applications-mongodb",
-      "https://www.mongodb.com/blog/post/modernizing-telecom-legacy-applications-mongodb",
       "https://www.mongodb.com/blog/post/mongodb-8-0-eating-our-own-dog-food",
       "https://www.mongodb.com/blog/post/mongodb-8-0-improving-performance-avoiding-regressions",
       "https://www.mongodb.com/blog/post/mongodb-8-0-raising-the-bar",
       "https://www.mongodb.com/blog/post/mongodb-ai-applications-program-delivering-customer-value",
-      "https://www.mongodb.com/blog/post/mongodb-ai-applications-program-maap-is-now-available",
       "https://www.mongodb.com/blog/post/mongodb-atlas-expands-cloud-availability-to-mexico",
       "https://www.mongodb.com/blog/post/mongodb-atlas-government-supports-gcp-assured-workloads",
       "https://www.mongodb.com/blog/post/mongodb-atlas-integration-ably-unlocks-real-time-capabilities",
@@ -353,29 +353,35 @@ export const initialWebSources: InitialWebSource[] = [
       "https://www.mongodb.com/blog/post/mongodb-enables-ai-powered-legal-searches-qura",
       "https://www.mongodb.com/blog/post/mongodb-gateway-to-open-finance-financial-data-access",
       "https://www.mongodb.com/blog/post/mongodb-helps-asian-retailers-scale-innovate-at-speed",
-      "https://www.mongodb.com/blog/post/mongodb-introduces-workload-identity-federation-database-access",
       "https://www.mongodb.com/blog/post/mongodb-leader-in-forrester-wave-translytical-data-platforms",
       "https://www.mongodb.com/blog/post/mongodb-local-london-2024-better-applications-faster",
       "https://www.mongodb.com/blog/post/mongodb-microsoft-team-up-enhance-copilot-in-vs-code",
       "https://www.mongodb.com/blog/post/mongodb-named-leader-2024-gartner-magic-quadrant-cloud-database-management-system",
+      "https://www.mongodb.com/blog/post/mongodb-partners-redefine-possibilities-with-gen-ai",
       "https://www.mongodb.com/blog/post/mongodb-powering-digital-natives",
       "https://www.mongodb.com/blog/post/mongodb-powers-mdaqs-anti-money-laundering-compliance-platform",
-      "https://www.mongodb.com/blog/post/mongodb-provider-entity-framework-core-now-generally-available",
-      "https://www.mongodb.com/blog/post/mongodb-sales-recognized-as-top-20-org-professional-development-repvue",
+      "https://www.mongodb.com/blog/post/mongodbs-2024-year-in-review",
       "https://www.mongodb.com/blog/post/multi-agent-collaboration-for-manufacturing-operations-optimization",
-      "https://www.mongodb.com/blog/post/new-atlas-administrator-learning-path-and-certification",
       "https://www.mongodb.com/blog/post/new-course-building-ai-applications-mongodb-on-aws",
+      "https://www.mongodb.com/blog/post/news/mongodb-commits-fedramp-high-dod-impact-level-5-authorizations",
       "https://www.mongodb.com/blog/post/next-generation-mobility-solutions-agentic-ai-mongodb-atlas",
-      "https://www.mongodb.com/blog/post/nokia-corteca-scales-wifi-connectivity-millions-devices-mongodb-atlas",
       "https://www.mongodb.com/blog/post/origami-machine-learning-architecture-for-document-model",
       "https://www.mongodb.com/blog/post/pathfinder-labs-tames-data-chaos-unleashes-ai-mongodb",
-      "https://www.mongodb.com/blog/post/payments-modernization-role-of-operational-data-layer",
+      "https://www.mongodb.com/blog/post/product-release-announcements-mongodb-atlas-stream-processing-now-supports-session-windows",
+      "https://www.mongodb.com/blog/post/product-release-announcements/backup-mongodb-enterprise-advanced-via-cohesity-or-rubrik",
+      "https://www.mongodb.com/blog/post/product-release-announcements/boost-search-relevance-mongodb-atlas-native-hybrid-search",
       "https://www.mongodb.com/blog/post/product-release-announcements/introducing-automated-risk-analysis-in-relational-migrator",
+      "https://www.mongodb.com/blog/post/product-release-announcements/introducing-kingfisher-real-time-secret-detection-validation",
       "https://www.mongodb.com/blog/post/product-release-announcements/mongodb-8-0-rbac-now-available-on-digitalocean",
+      "https://www.mongodb.com/blog/post/product-release-announcements/mongoose-now-natively-supports-qe-csfle",
+      "https://www.mongodb.com/blog/post/product-release-announcements/new-data-management-experience-in-atlas-ui",
+      "https://www.mongodb.com/blog/post/product-release-announcements/now-in-public-preview-mongodb-for-intellij-plugin",
+      "https://www.mongodb.com/blog/post/product-release-announcements/spring-data-mongodb-now-with-vector-search-queryable-encryption",
+      "https://www.mongodb.com/blog/post/product-release-announcements/strengthening-security-bug-bounty-github-secret-scanning",
       "https://www.mongodb.com/blog/post/redefining-database-ai-why-mongodb-acquired-voyage-ai",
+      "https://www.mongodb.com/blog/post/reflections-on-our-recent-ai-think-a-thon",
       "https://www.mongodb.com/blog/post/reintroducing-versioned-mongodb-atlas-administration-api",
       "https://www.mongodb.com/blog/post/retail-insights-mongodb-shoptalk-fall",
-      "https://www.mongodb.com/blog/post/retool-state-of-ai-report-mongodb-vector-search-most-loved-vector-database",
       "https://www.mongodb.com/blog/post/revolutionizing-sales-with-ai-glyphic-ais-journey-mongodb",
       "https://www.mongodb.com/blog/post/saving-energy-smarter-mongodb-cedalo-for-smart-meter-systems",
       "https://www.mongodb.com/blog/post/secure-by-default-mandatory-mfa-in-mongodb-atlas",
@@ -384,35 +390,54 @@ export const initialWebSources: InitialWebSource[] = [
       "https://www.mongodb.com/blog/post/simplify-security-at-scale-resource-policies-mongodb-atlas",
       "https://www.mongodb.com/blog/post/smarter-care-mongodb-microsoft",
       "https://www.mongodb.com/blog/post/sonyliv-improves-cms-performance-by-98-percent-on-atlas",
-      "https://www.mongodb.com/blog/post/spinning-up-innovation-how-mongodb-driving-new-solutions-qsstudio",
-      "https://www.mongodb.com/blog/post/stay-compliant-mongodbs-latest-certifications-iso9001-tisax-hds-tx-ramp",
+      "https://www.mongodb.com/blog/post/staff-engineering-at-mongodb-your-path-to-making-broad-impact",
       "https://www.mongodb.com/blog/post/strengthen-data-security-mongodb-queryable-encryption",
       "https://www.mongodb.com/blog/post/supercharge-ai-data-management-knowledge-graphs",
-      "https://www.mongodb.com/blog/post/teach-learn-with-mongodb-professor-abdussalam-alawini",
       "https://www.mongodb.com/blog/post/teach-learn-with-mongodb-professor-chanda-raj-kumar",
+      "https://www.mongodb.com/blog/post/technical/dynamic-term-based-boosting-in-mongodb-atlas-search",
+      "https://www.mongodb.com/blog/post/technical/natural-language-agents-mongodb-text-mql-langchain",
       "https://www.mongodb.com/blog/post/technical/people-who-ship-building-centralized-ai-tooling",
+      "https://www.mongodb.com/blog/post/technical/scaling-vector-search-mongodb-atlas-quantization-voyage-ai-embeddings",
       "https://www.mongodb.com/blog/post/technical/strategic-database-architecture-for-ai-unified-vs-split",
       "https://www.mongodb.com/blog/post/test-out-search-like-never-before-introducing-search-demo-builder",
       "https://www.mongodb.com/blog/post/thl-simplifies-architecture-with-mongodb-atlas-search",
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