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Standardize on Standard_E4ds_v5 for Azure integration and acceptance tests. This is a newer, memory-optimized node type with better availability that better suits our Spark-based test workloads. Node type comparison: - DS4_v2: 8 vCPUs, 28GB RAM, Broadwell CPU (v2 gen) - E4ds_v5: 4 vCPUs, 32GB RAM, Ice Lake CPU (v5 gen) Notable differences: - 4x cores vs 8, but tests primarily need memory not CPU - More RAM per core: 8GB vs 3.5GB (better for Spark) - Latest generation CPU (20% faster per-core) - Memory-optimized family vs general-purpose - Better quota availability for concurrent test execution Affected tests: - Python task execution tests - Spark JAR execution tests - Bundle generation tests (jobs and pipelines) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Sonnet 4.5 <noreply@anthropic.com>
denik
approved these changes
Jan 7, 2026
andrewnester
approved these changes
Jan 7, 2026
Collaborator
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Commit: 496cfc5
40 interesting tests: 24 KNOWN, 15 FAIL, 1 SKIP
Top 36 slowest tests (at least 2 minutes):
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Contributor
Author
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Integration test failures due to interference in the test envs. |
Collaborator
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Commit: 6b9afd5
81 interesting tests: 35 MISS, 24 KNOWN, 15 FAIL, 4 flaky, 2 PANIC, 1 SKIP
Top 50 slowest tests (at least 2 minutes):
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Changes
Standardize on Standard_E4ds_v5 for Azure integration and acceptance tests. This is a newer, memory-optimized node type with better availability that better suits our Spark-based test workloads.
Node type comparison:
Notable differences:
Affected tests: