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Home/Questions/System Design/Architecture/Propose a solution for monitoring and maintaining data quality across multiple regions.

Propose a solution for monitoring and maintaining data quality across multiple regions.

System Design/Architectureeasy0.3 min read

Reviewed by Aditya Kumar · Last reviewed 2026-03-24

Centralized rules, regional execution. (1) RULES—Define in config (Great Expectations, Soda) versioned in Git. (2) REGIONAL EXECUTION—Run checks per region (Lambda, Spark) against regional data; report to central dashboard. (3) CROSS-REGION—Compare aggregates, checksums for...

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Frequency
Low
Asked at 1 company
Category
179
questions in System Design/Architecture
Difficulty Split
15E|6M|158H
in this category
Total Bank
1,863
across 7 categories
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Interview Pro Tip

Red Flag: Single-region solution for multi-region. Pro-Move: 'We use Soda Core with regional runners; centralized dashboard; weekly cross-region reconciliation for compliance datasets.'

Key Concepts Tested
spark
Expert Answer
62 words

Centralized rules, regional execution. (1) RULES—Define in config (Great Expectations, Soda) versioned in Git. (2) REGIONAL EXECUTION—Run checks per region (Lambda, Spark) against regional data; report to central dashboard. (3) CROSS-REGION—Compare aggregates, checksums for replicated data. (4) ALERTING—Slack/PagerDuty with severity; escalation. (5) SLAs—Per-region SLAs in Grafana. SCALABILITY: Rules as code; deploy via GitOps. COST: Regional compute; central dashboard; reconcile only critical datasets.

⚡
Pro Tip

Red Flag: Single-region solution for multi-region. Pro-Move: 'We use Soda Core with regional runners; centralized dashboard; weekly cross-region reconciliation for compliance datasets.'

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