Azure Data Fundamentals · COVERAGE & GAPSAzure Data Fundamentals: Coverage Map & Learning Gaps
Selected foundations; all 30 retained official leaves remain partial. Additional evidence is not a full-outline or calibrated simulation claim.
Describe the features of structured data
Partial practice2 linked question families · 4 variants. Variants are not separate syllabus objectives.
What still needs work
- Only tabular/fixed-schema examples,not every structured-data format.
- Selected foundations;qualified educator review pending and learner trial not_run.
Describe the features of semi-structured data
Partial practice1 linked question families · 2 variants. Variants are not separate syllabus objectives.
What still needs work
- Nested/variable attributes only;no full schema-validation language.
- Selected foundations;qualified educator review pending and learner trial not_run.
Describe the features of unstructured data
Partial practice1 linked question families · 2 variants. Variants are not separate syllabus objectives.
What still needs work
- Media/metadata distinctions only;no content extraction pipeline.
- Selected foundations;qualified educator review pending and learner trial not_run.
Describe common formats for data files
Partial practice4 linked question families · 7 variants. Variants are not separate syllabus objectives.
What still needs work
- CSV/JSON/Parquet/Avro/Delta basics;no binary format implementation.
- Selected foundations;qualified educator review pending and learner trial not_run.
- Bounded fictional cases only; not complete provider configuration, tenant verification or full objective mastery. Professional review pending; representative learner trial not_run.
Describe features of common data stores including databases
Partial practice3 linked question families · 5 variants. Variants are not separate syllabus objectives.
What still needs work
- File/database/query-update roles only;no complete transaction-engine comparison.
- Selected foundations;qualified educator review pending and learner trial not_run.
- Bounded fictional cases only; not complete provider configuration, tenant verification or full objective mastery. Professional review pending; representative learner trial not_run.
Identify Azure datastores for common use cases
Partial practice6 linked question families · 10 variants. Variants are not separate syllabus objectives.
What still needs work
- Selected SQL,Storage and Cosmos cases;not every Azure datastore.
- Selected foundations;qualified educator review pending and learner trial not_run.
- Bounded fictional cases only; not complete provider configuration, tenant verification or full objective mastery. Professional review pending; representative learner trial not_run.
Describe features of transactional workloads
Partial practice5 linked question families · 7 variants. Variants are not separate syllabus objectives.
What still needs work
- Conceptual ACID and supplied units only;no transaction-engine operations.
- Selected foundations;qualified educator review pending and learner trial not_run.
- Bounded fictional cases only; not complete provider configuration, tenant verification or full objective mastery. Professional review pending; representative learner trial not_run.
Describe features of analytical workloads
Partial practice5 linked question families · 7 variants. Variants are not separate syllabus objectives.
What still needs work
- Historical measure/grouping tasks only;no full OLAP implementation.
- Selected foundations;qualified educator review pending and learner trial not_run.
- Bounded fictional cases only; not complete provider configuration, tenant verification or full objective mastery. Professional review pending; representative learner trial not_run.
Describe responsibilities for database administrators
Partial practice3 linked question families · 5 variants. Variants are not separate syllabus objectives.
What still needs work
- Backup/recovery/permission role only;no DBA operational certification.
- Selected foundations;qualified educator review pending and learner trial not_run.
- Bounded fictional cases only; not complete provider configuration, tenant verification or full objective mastery. Professional review pending; representative learner trial not_run.
Describe responsibilities for data engineers
Partial practice3 linked question families · 5 variants. Variants are not separate syllabus objectives.
What still needs work
- Ingestion/cleaning/mapping role only;no pipeline deployment.
- Selected foundations;qualified educator review pending and learner trial not_run.
- Bounded fictional cases only; not complete provider configuration, tenant verification or full objective mastery. Professional review pending; representative learner trial not_run.
Describe responsibilities for data analysts
Partial practice2 linked question families · 3 variants. Variants are not separate syllabus objectives.
What still needs work
- Analytical model/report role only;no complete analyst tooling.
- Selected foundations;qualified educator review pending and learner trial not_run.
- Bounded fictional cases only; not complete provider configuration, tenant verification or full objective mastery. Professional review pending; representative learner trial not_run.
Identify features of relational data
Partial practice5 linked question families · 7 variants. Variants are not separate syllabus objectives.
What still needs work
- Small typed tables and key relationships;no advanced relational theory.
- Selected foundations;qualified educator review pending and learner trial not_run.
- Bounded fictional cases only; not complete provider configuration, tenant verification or full objective mastery. Professional review pending; representative learner trial not_run.
Describe normalization and why it is used
Partial practice2 linked question families · 3 variants. Variants are not separate syllabus objectives.
What still needs work
- Entity fact ownership/current-vs-history only;no formal proof of all normal forms.
- Selected foundations;qualified educator review pending and learner trial not_run.
- Bounded fictional cases only; not complete provider configuration, tenant verification or full objective mastery. Professional review pending; representative learner trial not_run.
- Lesson12/q045/card36 add current-entity fact ownership and historical-fact boundaries; no formal dependency proof or complete normal-form coverage.
Identify common structured query language (SQL) statements
Partial practice5 linked question families · 7 variants. Variants are not separate syllabus objectives.
What still needs work
- Selected foundations;qualified educator review pending and learner trial not_run.
- Bounded fictional cases only; not complete provider configuration, tenant verification or full objective mastery. Professional review pending; representative learner trial not_run.
- Limited SELECT/WHERE/JOIN, GROUP BY/HAVING counterexample, COUNT(NULL) and schema-versus-row-operation cases; no full SQL dialect, three-valued-logic treatment or collation coverage.
Identify common database objects
Partial practice1 linked question families · 2 variants. Variants are not separate syllabus objectives.
What still needs work
- Views/procedures/index tradeoffs only;no trigger/programming implementation.
- Selected foundations;qualified educator review pending and learner trial not_run.
Describe the Azure SQL family of products, including Azure SQL Database, Azure SQL Managed Instance, and SQL Server on Azure Virtual Machines
Partial practice3 linked question families · 5 variants. Variants are not separate syllabus objectives.
What still needs work
- Database/instance/VM/pool conceptual boundaries;not exhaustive feature compatibility.
- Selected foundations;qualified educator review pending and learner trial not_run.
- Bounded fictional cases only; not complete provider configuration, tenant verification or full objective mastery. Professional review pending; representative learner trial not_run.
Identify Azure database services for open-source database systems
Partial practice1 linked question families · 2 variants. Variants are not separate syllabus objectives.
What still needs work
- Managed PostgreSQL foundation only;other open-source services not taught in depth.
- Selected foundations;qualified educator review pending and learner trial not_run.
Describe features of Azure Blob storage
Partial practice2 linked question families · 4 variants. Variants are not separate syllabus objectives.
What still needs work
- Object interfaces and applicable protocol boundaries;no tiers/security/deployment tutorial.
- Selected foundations;qualified educator review pending and learner trial not_run.
Describe features of Azure Files
Partial practice2 linked question families · 4 variants. Variants are not separate syllabus objectives.
What still needs work
- Managed shares and protocol fit only;no every OS/configuration combination.
- Selected foundations;qualified educator review pending and learner trial not_run.
Describe features of Azure Table storage
Partial practice2 linked question families · 3 variants. Variants are not separate syllabus objectives.
What still needs work
- Schemaless key/attribute model only;no key-design performance optimization.
- Selected foundations;qualified educator review pending and learner trial not_run.
- Bounded fictional cases only; not complete provider configuration, tenant verification or full objective mastery. Professional review pending; representative learner trial not_run.
Identify use cases for Azure Cosmos DB
Partial practice3 linked question families · 4 variants. Variants are not separate syllabus objectives.
What still needs work
- Document access/granularity only;not every Cosmos use case.
- Selected foundations;qualified educator review pending and learner trial not_run.
- Bounded fictional cases only; not complete provider configuration, tenant verification or full objective mastery. Professional review pending; representative learner trial not_run.
Describe Azure Cosmos DB APIs
Partial practice3 linked question families · 5 variants. Variants are not separate syllabus objectives.
What still needs work
- API contract recognition and explicit NoSQL boundary;not all API-specific operations.
- Selected foundations;qualified educator review pending and learner trial not_run.
- Bounded fictional cases only; not complete provider configuration, tenant verification or full objective mastery. Professional review pending; representative learner trial not_run.
Describe considerations for data ingestion and processing
Partial practice3 linked question families · 5 variants. Variants are not separate syllabus objectives.
What still needs work
- ETL/ELT and roles only;no production orchestration or error-recovery implementation.
- Selected foundations;qualified educator review pending and learner trial not_run.
- Bounded fictional cases only; not complete provider configuration, tenant verification or full objective mastery. Professional review pending; representative learner trial not_run.
Describe options for analytical data stores
Partial practice2 linked question families · 4 variants. Variants are not separate syllabus objectives.
What still needs work
- Lake/warehouse/lakehouse roles only;no vendor performance benchmarking.
- Selected foundations;qualified educator review pending and learner trial not_run.
Describe Microsoft cloud services for large-scale analytics, including Azure Databricks and Microsoft Fabric
Partial practice3 linked question families · 5 variants. Variants are not separate syllabus objectives.
What still needs work
- Fabric/OneLake and Databricks high-level purpose only;no workspace/capacity setup.
- Selected foundations;qualified educator review pending and learner trial not_run.
- Bounded fictional cases only; not complete provider configuration, tenant verification or full objective mastery. Professional review pending; representative learner trial not_run.
- Lesson14/q061/card40 compare shared Spark/notebook capabilities and insufficient evidence for a unique choice. This is limited comparison, not full Databricks/Fabric capability, workspace, capacity or integration coverage.
Describe the difference between batch and streaming data
Partial practice4 linked question families · 6 variants. Variants are not separate syllabus objectives.
What still needs work
- Batch/stream/buffer distinction and supplied counting rule;no watermark default.
- Selected foundations;qualified educator review pending and learner trial not_run.
- Bounded fictional cases only; not complete provider configuration, tenant verification or full objective mastery. Professional review pending; representative learner trial not_run.
Identify Microsoft cloud services for real-time analytics
Partial practice1 linked question families · 2 variants. Variants are not separate syllabus objectives.
What still needs work
- Fabric Real-Time hub purpose only;other real-time service choices remain limited.
- Selected foundations;qualified educator review pending and learner trial not_run.
Identify the capabilities of Power BI
Partial practice1 linked question families · 2 variants. Variants are not separate syllabus objectives.
What still needs work
- Model/report/dashboard/app basics only;not a full Power BI course.
- Selected foundations;qualified educator review pending and learner trial not_run.
Describe features of data models in Power BI
Partial practice4 linked question families · 6 variants. Variants are not separate syllabus objectives.
What still needs work
- Measures and grouping dimensions only;no DAX/relationship-model engineering.
- Selected foundations;qualified educator review pending and learner trial not_run.
- Bounded fictional cases only; not complete provider configuration, tenant verification or full objective mastery. Professional review pending; representative learner trial not_run.
Identify appropriate visualizations for data
Partial practice1 linked question families · 2 variants. Variants are not separate syllabus objectives.
What still needs work
- Category/time/numeric pair/exact-value visual choices;not every visual or accessibility rule.
- Selected foundations;qualified educator review pending and learner trial not_run.