Engagement
Throughput & Failure Assessment
A structured review of how your streaming applications move work under load, where backlog forms, and which failure patterns repeat across producers, brokers, and consumers.
Who it is for
Platform leads, SRE managers, and application owners responsible for event-driven or streaming pipelines
Result you leave with
A written findings report with ranked bottlenecks, failure signatures, and a remediation sequence your team can execute
Included
- Baseline capture of throughput, lag, and error rates across agreed pipelines
- Failure signature mapping for retries, poison messages, and partition imbalance
- Capacity and recovery-window review against stated latency budgets
- Working session to walk findings with your engineers
- Prioritized remediation backlog with owner suggestions
Not included
- Ongoing production monitoring tooling setup
- Code changes or infrastructure provisioning
- 24/7 incident response coverage
How the work runs
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Scope call
Confirm pipelines in scope, access method, and success criteria.
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Observation window
Collect throughput and failure evidence across peak and off-peak periods.
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Analysis
Correlate lag growth, consumer stalls, and error clusters to concrete causes.
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Findings delivery
Present the report and agree the first remediation tranche.
Preparation
Provide read access to metrics and recent incident notes; name a technical counterpart for daily questions.