Templates Library
Browse production-ready SQL, Python, and YAML templates. Plug in your values and deploy.
AI Data Engineering Use Case Config
Structured YAML canvas for scoping AI-assisted data engineering: problem statement, data scope, prompt templates, guardrails, success metrics, risks, and phased rollout plan.
Data Observability Metrics Pack
SQL scorecard computing freshness, volume anomaly, and PK quality scores with a composite health rating. Schedule daily against critical tables and persist to an ops mart.
Pipeline SLA Freshness Monitor
Python SLA monitor that checks table freshness and row volume against configured thresholds, with Snowflake integration and Slack webhook alerting. Define SLAs per critical pipeline.
Data Incident RCA Automation
Python CLI tool to create pipeline incidents, append timeline events, close with root cause analysis, and export structured RCA JSON reports. Integrate with Slack alerting.
Data Lake Zone Governance Config
YAML governance blueprint defining raw/curated/consumption zones, IAM access policies, retention, classification tags, and data quality enforcement. Adapt for Lake Formation or IaC deployment.
AWS Glue Incremental Lake ETL
PySpark Glue job for incremental raw-to-curated lake ingestion with schema validation, quarantine routing, deduplication, and catalog registration. Configure S3 paths and partition columns.
Airflow Production ETL DAG
Production-grade Airflow DAG with task groups, SQL operators, row-count validation, SLA metrics, retries, and alerting hooks. Plug in connection IDs, cron schedule, and merge SQL for your entity.
Snowflake Cost & Usage Analyzer
Multi-query Snowflake script analyzing expensive queries, warehouse credit burn, and storage drivers. Set date range and warehouse filters to produce a weekly FinOps review report.
dbt Production Fact Model Template
Full incremental dbt fact model with merge strategy, deduplication, anomaly flags, and companion schema test definitions. Replace entity, PK, and column placeholders to bootstrap a production mart.
Data Quality Rule Engine (SQL)
Parameterized SQL rule engine for freshness, PK uniqueness, and completeness checks. Plug in your database, schema, table, and column names — run as a scheduled observability query or wrap in dbt tests.