An idempotent daily backfill that's safe to run twice
A backfill that isn't safe to re-run is a liability you put on a cron. Here's how we made every step a no-op the second time.

Sanskar Soni
Jun 17, 2026
Deep dives on architecture, infrastructure, AI loan-intelligence, and the craft behind shipping India's smartest home-loan platform — written by the engineers who build it.
Why the Nestara engineering team is starting to share the unglamorous, high-stakes work behind a home-loan platform.

Kranti
Jun 23, 2026 · 1 min read
A backfill that isn't safe to re-run is a liability you put on a cron. Here's how we made every step a no-op the second time.

Sanskar Soni
Jun 17, 2026
How a single unique constraint turns a noisy, duplicate-prone event stream into exactly-one webhook delivery per lead.

Sanskar Soni
Jun 17, 2026
A loan journey emits events faster than nudges can fire. Here's how we guarantee an applicant only ever gets the right one.

Ratnesh Maurya
Jun 17, 2026
Why we encode the primary key instead of generating random short codes, and what that decision removed from the system.

Ratnesh Maurya
Jun 17, 2026