Business Context

You are the Engineering Manager for Adobe Acrobat's document collaboration and commenting experience. Over the last two quarters, product leadership has pushed for faster feature delivery, while customer support tickets about reliability and performance have also increased. Your team owns the backend services and client integrations that power comment creation, sync, and notification delivery across web and mobile.

Metric Scenario

In Q2, the team shipped 18 production releases, up from 12 in Q1. At the same time, mean API latency for comment sync rose from 420 ms to 610 ms, Sev-1/Sev-2 incidents increased from 3 to 7, and 30-day active team retention for collaboration-heavy Acrobat accounts fell from 84% to 80%. Engineering leadership wants a clear answer to: which engineering metrics should matter most for this team, and how should they be prioritized against business outcomes?

You have one week to propose a metric framework that helps the team balance delivery speed, product reliability, and customer impact.

Requirements

1. Define the 3-5 engineering metrics you would prioritize for this team and explain why each matters.
2. Separate leading indicators from lagging indicators.
3. Show how each engineering metric connects to a product or business KPI for Acrobat.
4. Explain how you would handle trade-offs if speed improves while reliability or retention worsens.
5. Identify which metric should act as the team's primary operating KPI and which should be guardrails.

Data Available

• release_pipeline_runs: deploy timestamps, service, environment, rollback flag, build duration
• incident_log: severity, start/end time, root cause, impacted service, impacted users
• api_performance_events: endpoint, p50/p95 latency, error rate, region, platform
• feature_usage_events: comment_created, comment_sync_success, notification_opened, session_id, user_id
• account_retention_monthly: account_id, seats, 30-day retention, plan type, ARR segment
• support_cases: ticket category, product area, severity, linked incident ID