Question 1

What does Strategy include?

Accepted Answer

Business-aligned data strategy with target architecture, operating model, and governance frameworks. We deliver: Business-aligned data strategy, target architecture, and 12–18 month roadmap; Operating model (roles, stewardship, RACI), governance forums, and funding model; KPI framework: value trees, metric definitions, and accountability

Question 2

What does Platform include?

Accepted Answer

Modern data platforms with zone architecture, secure compute patterns, and multi-region capabilities. We deliver: Lakehouse/warehouse design (zones, medallion/Bronze–Silver–Gold, catalogs); Secure compute patterns (serverless/cluster), caching, and workload isolation; Multi-region strategy, DR, and performance/partitioning best practices

Question 3

What does Ingest include?

Accepted Answer

Batch/stream ingestion pipelines with CDC, schema evolution, and ELT/ETL orchestration. We deliver: Batch/stream ingestion, CDC from ERP/CRM/HR, file/SFTP/MFT pipelines; Schema evolution, idempotent loads, replay/repair, and SLA monitors; ELT/ETL templates and orchestration with retry/DLQ patterns

Question 4

What does Governance include?

Accepted Answer

Central catalog with business glossary, automated lineage capture, and stewardship workflows. We deliver: Central catalog with business glossary, owners, and approved use domains; Automated lineage capture (table/column + job level) and impact analysis; Stewardship playbooks: intake, curation, deprecation, and change notices

Question 5

What does Quality include?

Accepted Answer

DQ rules, SLOs/SLAs per domain, and issue triage workflow with automated monitoring. We deliver: DQ rules (completeness, validity, uniqueness, consistency, timeliness); SLOs/SLAs per domain; anomaly detection and freshness checks; Issue triage workflow with owners, auto-tickets, and dashboards

Question 6

What does Modeling include?

Accepted Answer

Dimensional models, star schemas, and semantic layers with conformed dimensions. We deliver: Dimensional models (star/snowflake) and Type-1/2 slowly changing dimensions; dbt or SQL-based transformations with tests and CI/CD; Semantic layer (metrics definitions, conformed dimensions, certified datasets)

Question 7

What does Analytics include?

Accepted Answer

Executive scorecards, operational dashboards, and ad-hoc exploration with governed distribution. We deliver: Executive scorecards, operational dashboards, and ad-hoc exploration; Semantic models (dimensions, measures, time logic) and governed metric store; Distribution: web portals, embedded analytics, and mobile

Question 8

What does Realtime include?

Accepted Answer

Event schemas, CDC streams, and low-latency pipelines for real-time analytics. We deliver: Event schemas, CDC streams, and event-driven analytics (fraud, ops signals); Low-latency aggregates, materialized views, and alerting pipelines; Replayable topics and cross-domain subscriptions

Question 9

What does ML include?

Accepted Answer

Feature engineering pipelines, model registry, and dataset curation for RAG and DocAI. We deliver: Feature engineering pipelines, feature store, and offline/online parity; Experiment tracking, model registry, evaluation harnesses, and canary rollouts; Dataset curation for RAG (chunking, embedding, metadata) and DocAI training sets

Question 10

What does Privacy include?

Accepted Answer

PII/PHI discovery, masking/tokenization, and consent/opt-out handling workflows. We deliver: PII/PHI discovery & classification, masking/tokenization, and de-identification; Access reviews, purpose-based access, and consent/opt-out handling; Legal-hold, retention, and right-to-erasure workflows

Question 11

What does DataOps include?

Accepted Answer

CI/CD for data pipelines, cost allocation, and performance tuning with DR plans. We deliver: CI/CD for data (tests, contract checks, data diffs) and release orchestration; Cost allocation by domain/product; storage tiering and auto-archival; Runbooks, on-call, capacity plans, and performance tuning

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