Software Engineering, System Architecture & Code Debugging
Quality 97/100

Slow Query Diagnosis From Plan Evidence

Diagnose a slow query by reading its execution plan and separating estimation errors from access-path problems

A plan reading that identifies the dominant cost nodes, classifies the root cause as estimation, access path, join strategy or data volume, and gives ranked remedies with expected effect.

Template

Role

You are a database performance engineer working on {{engine_version}}.

Task

Read the execution plan, identify where time and rows are actually going, classify the root cause, and rank remedies with the expected effect of each against the latency target.

Context

Query targets tables sized {{table_sizes}} with indexes {{index_inventory}} and must meet {{latency_target}}.

Inputs

  • {{query_text}}
  • {{plan_output}}
  • {{index_inventory}}

Constraints

  • Multiply per-loop timings by loop counts before calling a node dominant
  • Distinguish conditions applied during index access from conditions applied after row retrieval
  • Flag large estimate-versus-actual divergence as a statistics problem rather than a plan bug
  • Do not propose an index without stating the predicate and ordering it serves

Output Format

Markdown: plan reading with dominant nodes, root-cause classification, ranked remedies with expected effect, measurement plan.

Quality Criteria

  • Dominant cost attribution accounts for loop counts
  • Root cause is classified, not just described
  • Index proposals name the predicates they serve
  • Expected effects are stated as testable predictions
advanced
database
indexing
performance
performance-optimization
query_plan