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Data Migration and Consistency Questions

Plan and execute data migrations while preserving correctness and availability. Topics include zero downtime migration techniques, schema evolution patterns, backward and forward compatibility, dual writes and shadow writes, incremental and bulk migration strategies, data validation and reconciliation, canary migrations, rollbacks and fallback plans, and how to minimize user impact during transitions. Understand trade offs between consistency and speed of migration and techniques to detect and correct drift after migration.

MediumSystem Design
19 practiced
Design a migration strategy to move 50 million user records from a single monolithic relational database into a sharded cluster without taking the application offline. The system requires strong read-after-write guarantees for profile updates. Outline architecture components, cutover steps, data consistency strategies, and how you would coordinate the cutover with minimal risk.
HardTechnical
21 practiced
Write pseudocode for an asynchronous backfill worker that populates a computed column (e.g., full_search_document) for existing rows. The application must continue writing to the table. Ensure your algorithm is idempotent, handles retries, supports concurrency, and converges to a consistent state.
EasyBehavioral
21 practiced
Tell me about a time you helped design or deliver a data migration (any scale). Use the STAR method: Situation, Task, Action, Result. Focus on how you translated business requirements into technical constraints, managed risk, and handled a complication during execution.
HardSystem Design
25 practiced
Architect a zero-downtime migration for a petabyte-scale dataset being moved into a cloud-native database that will serve 100k QPS. Include components for initial bulk transfer, continuous change capture, cutover strategy, reconciliation, and cost/operational trade-offs. Assume multi-region read replicas exist.
MediumTechnical
18 practiced
You need to migrate parent (accounts) and child (transactions) tables in batches. Describe an algorithm to migrate in batches while preserving referential integrity and minimizing locking, including how you handle concurrent writes and foreign-key constraints during the migration.

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