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Implement lazy-evaluated Polars engine and centralized Terraform orchestration#59

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BLMgithub merged 9 commits into
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feature/ci-infra-enforcement
Apr 3, 2026
Merged

Implement lazy-evaluated Polars engine and centralized Terraform orchestration#59
BLMgithub merged 9 commits into
mainfrom
feature/ci-infra-enforcement

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@BLMgithub BLMgithub commented Apr 3, 2026

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Migrates assembly/semantic stages to a high-performance Polars engine to resolve memory bottlenecks while centralizing GCP infrastructure via Terraform for state-managed integrity. This update bridges the gap between enterprise-scale data processing and production-grade infrastructure automation.

Implemented

  • Engine Transition: Replace Pandas with Polars LazyFrame APIs to enable deferred execution and out-of-core streaming.
  • I/O & State: Deploy hybrid read/write handlers for Pandas-Polars interoperability and overhaul logging for deterministic execution tracing.
  • IaC Foundation: Migrate local .tfstate to versioned GCS buckets and establish ci-infra.yml to enforce infrastructure gates pre-deployment.
  • Resource Decoupling: Configure lifecycle.ignore_changes on compute resources to prevent Terraform from overriding dynamic application tags.
  • Scale Validation: Synchronize test suites with new lazy-execution contracts and verify stability against 15M+ row datasets within strict serverless constraints (2 vCPU / 4GB RAM).

Impact

  • Scale & Speed: Drastically reduced peak memory footprint and accelerated transformation throughput via query optimization.
  • Resiliency: Automated drift correction ensures infrastructure integrity before any application code reaches the execution environment.
  • Maintainability: Clear separation between infrastructure provisioning and application deployment eliminates race conditions and configuration drift.

@BLMgithub BLMgithub self-assigned this Apr 3, 2026
@BLMgithub BLMgithub added the enhancement New feature or request label Apr 3, 2026
@BLMgithub BLMgithub merged commit 07b2247 into main Apr 3, 2026
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@BLMgithub BLMgithub deleted the feature/ci-infra-enforcement branch April 3, 2026 04:44
@BLMgithub BLMgithub restored the feature/ci-infra-enforcement branch April 3, 2026 05:37
@BLMgithub BLMgithub deleted the feature/ci-infra-enforcement branch April 3, 2026 06:01
@BLMgithub BLMgithub changed the title Implement automated infrastructure integrity checks and decouple compute resources from application logic Implement lazy-evaluated Polars engine and centralized Terraform orchestration Apr 4, 2026
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