Beyond Slack Notifications: Turning GitHub Activity Into Plain-English Updates

By Fahad Ijaz · · 6 min read

Every cross-functional team has the same Slack pattern. A PR notification lands. Someone asks 'wait, what does that actually mean for customers?'. An engineer eventually replies, usually two hours later, with three sentences of context that should have been in the original message. Multiply that by every PR, every day, and you've recreated the same interruption tax the integration was supposed to eliminate.

Why Raw Events Don't Translate

GitHub events are structured for code review, not for status updates. A PR title like 'fix(checkout): debounce postal-code validator' tells an engineer everything they need. To a support lead, it's gibberish. The data is there. The translation layer is missing.

What a Translation Layer Looks Like

A useful update answers three questions in one sentence: what changed, who is affected, and is this shipped yet. 'The checkout postal-code validator now waits 300ms before checking, which fixes the flicker customers reported last week. Merged to main, deploys tonight.' Same PR. Different audience. The information was always in the diff and the linked issue, it just needed someone (or something) to write it down.

Doing This Without Hiring a Tech Writer

Figorit's release notes generator does exactly this. It reads each merged PR, pulls in the linked issue and the actual code diff, and produces a plain-English summary tagged by area (checkout, billing, onboarding). You can post the summary to a Slack channel automatically, drop it into a customer-facing changelog, or pull it into a weekly digest for leadership. The engineers don't write anything different. The non-engineers get something they can actually use.

The Quiet Channel Test

If your #github-activity channel is muted by everyone except a bot that occasionally @-mentions someone, the integration is failing its job. The fix isn't more filters or fewer events. It's a different output: fewer messages, more context, written for the audience that actually has to read them.