Data Pipelines & Integrations
ETL/ELT pipelines, webhooks, and third-party integrations.
What you get
- Webhook consumers
- Batch & streaming
- Resilience
Process
- Source audit
I clarify goals, constraints, and success metrics.
- Modeling
I design the system and guardrails for safety and reliability.
- Ingest
I implement, integrate, and iterate quickly.
- Validate
I test, evaluate, and harden.
- Serve
I deploy, monitor, and optimize.
FAQs
Batch or streaming?1
I implement both depending on freshness vs cost, using queues and idempotency for safety.
How do you manage schema changes?2
Migrations, contract tests, and validation to keep producers/consumers in sync.
Do you handle retries and dead letters?3
Yes, backoff, dedupe, DLQs, and observability for reliable delivery.