First-time day at Reddit

Prevent duplicate purchases after MMP retries distort reporting

Published Oct 28, 2026

You’re the software engineer. Your team is in the room.

The setting

runs a discussion platform where people post, comment and vote in topic communities. is its advertising software, which lets brands, retailers and agencies deliver, target and measure ads on the platform.

A retry that protects delivery is inflating the purchase record.

MMP retry tolerance preserves conversion capture while idempotency protects advertiser reporting and optimization signals.

Who you’d be doing this for

“My client asked why one buyer shows up twice, and I had no clean answer.”

Guillermo Cardoso · Digital Advertising Manager · a character in this brief

Runs app install campaigns for an agency client and reconciles purchase results across Reddit Ads and the MMP.

What is at stake

Agency buyers see duplicate purchases after delayed MMP retries. You must protect valid App CAPI events while making repeat purchases count once.

Why it isn’t already fixed

Every obvious fix costs something else. That’s the part you’d have to decide.

  • retry resilience vs accurate purchase counts
  • partner compatibility vs stricter validation
  • event retention vs privacy minimization
  • fast rollback vs durable signal quality

Why Reddit

Reddit Ads relies on dependable app conversion signals for measurement and lower-funnel campaign optimization.

Written with these in mind

backend reliability engineerads measurement engineerdistributed systems engineer

Not your kind of problem? 40 more at Reddit, or browse every organization.

Where the organization context comes fromThe postings this brief was written from, and the reporting read before it.

The organization context comes from public information. The situation and characters are written for the brief.

Job postings it was written from

Public descriptions of the work at Reddit. They are listed as sources, not as openings. The lines under a posting are its own words, where it meets this brief.

This is the setup. The work is inside.

Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.

Other live briefs connected to this one, and what connects them.

Similar problems at other organizations

Like this one, each of these is about money moving incorrectly, late, or twice.

The same setting, from another role

Each is set around Reddit’s Reddit Ads, written for a different role. They’re separate briefs, not the same scenario.

Other problems with a similar purpose

In each of these, as in this one, the aim is to build high-assurance systems where a consequential change's correctness can be demonstrated, not merely hoped for.