Automated ETL Pipeline Optimization
AirflowSparkSQLRedshiftDocker
End-to-end ETL with orchestration, validation, Spark transformations, and warehouse loading.
Includes performance tuning and failure recovery patterns.
- Reduced pipeline runtime by 35% via query + Spark tuning
- Cut compute cost by 20% (partitioning, joins, caching)
- Improved accuracy by 25% with automated validation checks
Real-Time Financial Data Pipeline
KafkaSpark StreamingLakehouseMonitoring
Streaming pipeline for transaction events with event-time handling, deduplication, and checkpoint-based recovery.
- Handled late/out-of-order events using event-time logic
- Prevented duplicates via idempotent writes
- Recovered reliably using checkpoints
Customer 360 Data Platform
IngestionIncrementalSparkWarehouse
Unified customer model built from multiple systems with incremental processing and quality gates.
- Unified CRM + payments + support into one customer model
- Improved runtime using incremental processing strategy
- Added quality checks (null/uniqueness/freshness)
Data Observability Framework
DQ ChecksMetricsAlertsDashboards
Framework to detect “pipeline succeeded but data is wrong” using anomaly signals and freshness metrics.
- Row-count, freshness, and schema drift monitoring
- Alerting workflow for fast RCA
- Reduced time-to-detect for data issues
LLM-Powered Data Quality Monitor
AirflowClaude APIAWS S3PythonDockerSlack
AI-augmented pipeline that detects anomalies in transaction data and delivers
plain-English root cause analysis to Slack — automatically, without manual log triage.
- Integrated Anthropic Claude API to explain failures across 9 custom DQ rules — root cause, business impact, and fix recommendation in under 2 seconds
- Orchestrated full pipeline with Airflow on Docker — S3 ingest → validation → LLM explanation → Slack alert, running daily with zero manual intervention
- Reduced mean-time-to-understand data issues by replacing raw JSON alerts with plain-English AI-generated summaries delivered directly to #data-alerts
```
---
## Step 4 — Update the Skills section
Press **`Ctrl + F`** and search for:
```
ML workflows, Data Modeling, AI