unit_economics_engine.py

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# SCRIPT: unit_economics_engine.py (PROPRIETARY)
# DESCRIPTION: Automated Scale-Efficiency Audit & Unit Cost Decomposition
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# NOTE: Source code is restricted to protect proprietary scaling logic.

# MATHEMATICAL FRAMEWORK USED:
# 1. UNIT COST DERIVATION = (Total Cloud Spend / (DAU / 1000))
#    -> Normalizes raw spend against platform growth metrics.
#
# 2. EFFICIENCY DELTA = ((Prior Unit Cost - Current Unit Cost) / Prior Unit Cost)
#    -> Quantifies month-over-month infrastructure optimization gains.
#
# 3. SCALING GUARDRAIL = IF Current Unit Cost > $14.00 THEN ALERT
#    -> Automated budget enforcement to prevent inefficient scaling.

# LOGIC STEPS:
# - Ingests AWS/GCP Cost & Usage Reports (CUR) mapped in Project 3.
# - Correlates Daily Active User (DAU) telemetry with Compute Spend.
# - Calculates "Scissors Effect" (Spend Growth vs. Unit Cost Reduction).
# - Validates if scaling remains within optimized FinOps margins.

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# EXECUTION LOG (SAMPLE OUTPUT)
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# [INFO] Ingesting Cloud Spend Data... Success.
# [INFO] Syncing DAU Telemetry (Reddit-Scale: 42M Users)... Success.
# [CALC] Prior Month Unit Cost: $13.69
# [CALC] Current Month Unit Cost: $12.54
# [ANALYSIS] Efficiency Gain: +8.40% (Scaling achievement unlocked)
# [SUCCESS] Status: Healthy scaling. Unit cost within $14.00 threshold.
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