डेटा सॉल्यूशन आर्किटेक्ट किट
टिकाऊ डेटा प्लेटफ़ॉर्म: लेकहाउस आर्किटेक्चर, MDM, BI और सिमेंटिक लेयर, स्ट्रीमिंग, डेटा कॉन्ट्रैक्ट, डेटाबेस डिज़ाइन, डेटा माइग्रेशन और मिलान, डेटा रेज़िडेंसी और गोपनीयता।
समस्या निर्धारण
Data Platform Architecture Template (Lakehouse, Medallion, Lineage)
पूर्णConsumers and SLOs, ingestion patterns, medallion layers, Iceberg/Delta/Hudi choice, semantic layer, OpenLineage, quality, access, cost
DAMA-DMBOK2 Revised (2024) knowledge areas; Apache Iceberg table spec v3; Delta Lake protocol; OpenLineageData Requirements Specification Template
मानकEntities, data dictionary, quality targets, retention, privacy basis, lineage, data interfaces, migration, ERD
डिज़ाइन
Master Data Management Design Template (MDM Hub, Match and Merge)
पूर्णMDM styles (registry, consolidation, coexistence, centralised), golden record, CRUD matrix, match/merge sizing, survivorship, stewardship, KPIs
DAMA-DMBOK2 Revised (2024), Reference and Master Data knowledge areaAnalytics and BI Solution Design Template (Dimensional Model, Semantic Layer)
पूर्णDecisions, KPI catalogue, bus matrix, facts and dimensions, SCD types, semantic layer, refresh, row-level security, capacity, testing, adoption
Kimball dimensional modelling concepts (structure only); DAMA-DMBOK2 Revised (2024) Data Warehousing and BIStreaming Solution Design Template (Kafka, Flink, AsyncAPI)
पूर्णLatency SLOs, delivery guarantees, CDC sources, AsyncAPI 3.1.0 contracts, topics, watermarks, windows, state, exactly-once, capacity, lag
AsyncAPI 3.1.0; CloudEvents 1.0.2; Apache Kafka 4.x and Apache Flink 2.x conceptsData Contract Template (ODCS)
मानकProducer-consumer data contract: owner, schema, quality rules, SLAs, access, breaking-change policy, YAML skeleton
Open Data Contract Standard (ODCS), Bitol projectDatabase Design Document Template (ERD and Physical Model)
पूर्णDatabase design: DBMS choice, conceptual, logical and physical models, indexes, partitioning, integrity, security, backup, capacity
माइग्रेशन
Data Migration Strategy Template (Mapping, Mock Loads, Reconciliation)
पूर्णObject inventory, profiling, cleansing, mapping, big bang vs phased vs trickle, load sequence, mock loads, reconciliation design, cutover steps, fallback
DAMA-DMBOK2 Revised (2024) knowledge areas; SAP Activate and Dynamics 365 migration stagesData Migration Reconciliation Report Template
पूर्णLoad identification, record count balance, control totals, field sampling, rejected records, defects, tolerance assessment, business validation, trend, sign-off
DAMA-DMBOK2 Revised (2024) data quality knowledge area
समीक्षा और गवर्नेंस
Data Residency and Sovereignty Assessment Template (GDPR Chapter V)
पूर्णData tiers, flow map, jurisdiction matrix, Chapter V mechanisms, TIAs, PIPL and DPDP examples, Data Act Art. 32, key custody, sovereign cloud scoring, decision
GDPR Chapter V; SCCs 2021/914; EU-US DPF 2023/1795; EDPB Recommendations 01/2020 v2.0; Data Act Art. 32Data Protection Impact Assessment (DPIA) Template
मानकData protection impact assessment
GDPR Record of Processing Activities (ROPA) Template
मानकRecord of Processing Activities – all required fields
GDPR Art.30