[ WebToolTip.com ] Modern Data Architecture - Design, Scale and Defend It

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180 B

~Get Your Files Here !/1 - What Architects Actually Do — Deciding, Not Building/1. Module 1 Check What Architects Actually Do — Deciding, Not Building.html

25 kB

~Get Your Files Here !/1 - What Architects Actually Do — Deciding, Not Building/1. The Architect's Job Deciding Under Uncertainty vs. Building the Right Thing.mp4

22 MB

~Get Your Files Here !/1 - What Architects Actually Do — Deciding, Not Building/2. Reading the Real Problem Requirements & Constraints — Latency, Cost, Compliance, Skills, Timeline.mp4

26 MB

~Get Your Files Here !/1 - What Architects Actually Do — Deciding, Not Building/3. Build vs. Buy vs. Compose The Core Architecture Decision Framework.mp4

22 MB

~Get Your Files Here !/1 - What Architects Actually Do — Deciding, Not Building/4. Speaking to Power The CFO CISO CTO Trade-off Conversation.mp4

23 MB

~Get Your Files Here !/10 - Transformation Architecture ELT, Medallion & the dbt Paradigm/10. Module 10 Check Transformation Architecture ELT, Medallion & the dbt Paradigm.html

24 kB

~Get Your Files Here !/10 - Transformation Architecture ELT, Medallion & the dbt Paradigm/44. ETL vs ELT Why the T Moved (Compute-Where-the-Data-Is).mp4

27 MB

~Get Your Files Here !/10 - Transformation Architecture ELT, Medallion & the dbt Paradigm/45. The Medallion Pattern Bronze Silver Gold (and What Each Layer Guarantees).mp4

34 MB

~Get Your Files Here !/10 - Transformation Architecture ELT, Medallion & the dbt Paradigm/46. The dbt Paradigm Transformation as Code (Modularity, Tests, Docs, Lineage).mp4

27 MB

~Get Your Files Here !/10 - Transformation Architecture ELT, Medallion & the dbt Paradigm/47. Data Contracts as Code (Bridge to M13 Quality and M11 DataOps).mp4

23 MB

~Get Your Files Here !/10 - Transformation Architecture ELT, Medallion & the dbt Paradigm/48. Idempotency & Reprocessing in Transforms (Safe Re-Runs; Callback M08).mp4

39 MB

~Get Your Files Here !/11 - DataOps & Platform Engineering — Where Architects Become Engineering Leaders/11. Module 11 Check DataOps & Platform Engineering — Where Architects Become Engineering Leaders.html

24 kB

~Get Your Files Here !/11 - DataOps & Platform Engineering — Where Architects Become Engineering Leaders/49. Why DataOps The Discipline That Separates Architects From Pipeline-Builders.mp4

25 MB

~Get Your Files Here !/11 - DataOps & Platform Engineering — Where Architects Become Engineering Leaders/50. CI CD for Data Pipelines Testing in the Pipeline & Deploy Gates.mp4

24 MB

~Get Your Files Here !/11 - DataOps & Platform Engineering — Where Architects Become Engineering Leaders/51. Infrastructure as Code & GitOps The Platform as Version-Controlled Code.mp4

24 MB

~Get Your Files Here !/11 - DataOps & Platform Engineering — Where Architects Become Engineering Leaders/52. Environment Promotion dev → staging → prod (Data + Schema + Config).mp4

32 MB

~Get Your Files Here !/11 - DataOps & Platform Engineering — Where Architects Become Engineering Leaders/53. Blue Green vs Canary for Data Deployment Strategies & the Path to Observability.mp4

28 MB

~Get Your Files Here !/12 - Orchestration, Metadata & Lineage The Platform Operating System/12. Module 12 Check Orchestration, Metadata & Lineage The Platform Operating System.html

24 kB

~Get Your Files Here !/12 - Orchestration, Metadata & Lineage The Platform Operating System/54. Orchestration Patterns DAGs & Dependency Management.mp4

27 MB

~Get Your Files Here !/12 - Orchestration, Metadata & Lineage The Platform Operating System/55. Scheduled vs Event-Driven Orchestration The Decision.mp4

27 MB

~Get Your Files Here !/12 - Orchestration, Metadata & Lineage The Platform Operating System/56. Metadata as the Platform's Nervous System.mp4

26 MB

~Get Your Files Here !/12 - Orchestration, Metadata & Lineage The Platform Operating System/57. Lineage Knowing What Breaks What (Impact Analysis).mp4

27 MB

~Get Your Files Here !/12 - Orchestration, Metadata & Lineage The Platform Operating System/58. The Catalog Discovery & Governance Hub.mp4

35 MB

~Get Your Files Here !/13 - Data Quality & Contracts How Much Quality Is Enough/13. Module 13 Check Data Quality & Contracts How Much Quality Is Enough.html

24 kB

~Get Your Files Here !/13 - Data Quality & Contracts How Much Quality Is Enough/59. The Cost of Bad Data Why Trust Is the Product.mp4

20 MB

~Get Your Files Here !/13 - Data Quality & Contracts How Much Quality Is Enough/60. Shift-Left Testing Catch It at the Producer.mp4

22 MB

~Get Your Files Here !/13 - Data Quality & Contracts How Much Quality Is Enough/61. Data Contracts The Producer-vs-Consumer Agreement.mp4

26 MB

~Get Your Files Here !/13 - Data Quality & Contracts How Much Quality Is Enough/62. Schema Evolution & Breaking Changes Versioning & Compatibility.mp4

31 MB

~Get Your Files Here !/13 - Data Quality & Contracts How Much Quality Is Enough/63. Quality SLAs How Much Is Enough & Where to Enforce.mp4

29 MB

~Get Your Files Here !/14 - Security & Governance How Much Security Is Enough/14. Module 14 Check Security & Governance How Much Security Is Enough.html

25 kB

~Get Your Files Here !/14 - Security & Governance How Much Security Is Enough/64. The Access Architecture RBAC vs ABAC vs RLS — Which Model Fits.mp4

32 MB

~Get Your Files Here !/14 - Security & Governance How Much Security Is Enough/65. Policy as Code Governance That Scales and Survives an Audit.mp4

22 MB

~Get Your Files Here !/14 - Security & Governance How Much Security Is Enough/66. Federated Governance Governing Without a Monolithic Team.mp4

26 MB

~Get Your Files Here !/14 - Security & Governance How Much Security Is Enough/67. Compliance by Design PII, Retention & the Right to Be Forgotten.mp4

25 MB

~Get Your Files Here !/14 - Security & Governance How Much Security Is Enough/68. How Much Security Is Enough The Friction vs Risk Decision.mp4

33 MB

~Get Your Files Here !/15 - Cost Architecture Designing to a Budget/15. Module 15 Check Cost Architecture Designing to a Budget.html

25 kB

~Get Your Files Here !/15 - Cost Architecture Designing to a Budget/69. Cost Is an Architectural Decision, Not an Afterthought.mp4

22 MB

~Get Your Files Here !/15 - Cost Architecture Designing to a Budget/70. Storage Economics Hot, Warm, Cold, and the 5x Retention Tax.mp4

25 MB

~Get Your Files Here !/15 - Cost Architecture Designing to a Budget/71. Compute & Query Economics Why Bigger Can Cost Less.mp4

30 MB

~Get Your Files Here !/15 - Cost Architecture Designing to a Budget/72. Data Transfer & the Egress Trap The Line Nobody Charts.mp4

19 MB

~Get Your Files Here !/15 - Cost Architecture Designing to a Budget/73. Query & Workload Cost Patterns When Denormalization Is Cheaper.mp4

24 MB

~Get Your Files Here !/15 - Cost Architecture Designing to a Budget/74. Architecture Review #3 The Cost Estimation Workshop.mp4

41 MB

~Get Your Files Here !/16 - Performance Architecture Tuning by Workload/16. Module 16 Check Performance Architecture Tuning by Workload.html

25 kB

~Get Your Files Here !/16 - Performance Architecture Tuning by Workload/75. There Is No Fast — Only Fast For A Workload.mp4

30 MB

~Get Your Files Here !/16 - Performance Architecture Tuning by Workload/76. BI Workloads Clustering, Materialization & Result Caching.mp4

25 MB

~Get Your Files Here !/16 - Performance Architecture Tuning by Workload/77. ETL Workloads Throughput, Parallelism & File Sizing.mp4

28 MB

~Get Your Files Here !/16 - Performance Architecture Tuning by Workload/78. Ad-hoc & Data-Science Workloads Isolation & Elasticity.mp4

26 MB

~Get Your Files Here !/16 - Performance Architecture Tuning by Workload/79. Partitioning, Clustering & Caching as a Cost + Performance Lever.mp4

27 MB

~Get Your Files Here !/17 - The Serving Layer BI, Semantic Layer, Reverse ETL & Data APIs/17. Module 17 Check The Serving Layer BI, Semantic Layer, Reverse ETL & Data APIs.html

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~Get Your Files Here !/17 - The Serving Layer BI, Semantic Layer, Reverse ETL & Data APIs/80. The Many Faces of 'Serving' Who Consumes Your Data and How.mp4

25 MB

~Get Your Files Here !/17 - The Serving Layer BI, Semantic Layer, Reverse ETL & Data APIs/81. The Semantic Layer Wars Looker vs dbt Semantic Layer vs Cube.mp4

27 MB

~Get Your Files Here !/17 - The Serving Layer BI, Semantic Layer, Reverse ETL & Data APIs/82. Reverse ETL Operational Analytics (Pushing Warehouse Data Back to the Tools).mp4

23 MB

~Get Your Files Here !/17 - The Serving Layer BI, Semantic Layer, Reverse ETL & Data APIs/83. Data APIs & Data-as-a-Product Serving.mp4

34 MB

~Get Your Files Here !/18 - Reliability, Scale & Multi-Region DR/18. Module 18 Check Reliability, Scale & Multi-Region DR.html

24 kB

~Get Your Files Here !/18 - Reliability, Scale & Multi-Region DR/84. SLAs, SLOs & Error Budgets for Data Choosing the Number.mp4

28 MB

~Get Your Files Here !/18 - Reliability, Scale & Multi-Region DR/85. Observability & Incident Response Detect → Diagnose → Recover.mp4

20 MB

~Get Your Files Here !/18 - Reliability, Scale & Multi-Region DR/86. Scaling Patterns — Vertical, Horizontal & Elastic The Decision by Workload.mp4

29 MB

~Get Your Files Here !/18 - Reliability, Scale & Multi-Region DR/87. Multi-Region & Disaster Recovery RPO RTO as Architecture.mp4

24 MB

~Get Your Files Here !/18 - Reliability, Scale & Multi-Region DR/88. Tenancy — Single vs Multi-Tenant Isolation vs Efficiency.mp4

23 MB

~Get Your Files Here !/19 - Data Mesh & Data Products Decentralizing Without Chaos/19. Module 19 Check Data Mesh & Data Products Decentralizing Without Chaos.html

24 kB

~Get Your Files Here !/19 - Data Mesh & Data Products Decentralizing Without Chaos/89. The Four Principles of Data Mesh Decentralizing Without Chaos.mp4

27 MB

~Get Your Files Here !/19 - Data Mesh & Data Products Decentralizing Without Chaos/90. What Is a Data Product Boundaries, Contracts, SLOs & Discoverability.mp4

27 MB

~Get Your Files Here !/19 - Data Mesh & Data Products Decentralizing Without Chaos/91. The Data Product Lifecycle Discover → Design → Build → Publish → Operate → Retire.mp4

27 MB

~Get Your Files Here !/19 - Data Mesh & Data Products Decentralizing Without Chaos/92. The Self-Serve Data Platform Enabling Domains Without Centralizing.mp4

24 MB

~Get Your Files Here !/19 - Data Mesh & Data Products Decentralizing Without Chaos/93. When Mesh Fails The Mesh That Became a Mess (and When NOT to Adopt It).mp4

20 MB

~Get Your Files Here !/2 - The Evolution of Data Architecture (Which Wins When)/2. Module 2 Check The Evolution of Data Architecture (Which Wins When).html

24 kB

~Get Your Files Here !/2 - The Evolution of Data Architecture (Which Wins When)/5. Why Architectures Keep Changing (and Why Yours Will Too).mp4

20 MB

~Get Your Files Here !/2 - The Evolution of Data Architecture (Which Wins When)/6. Warehouse → Lake → Lakehouse (The Centralized Lineage).mp4

28 MB

~Get Your Files Here !/2 - The Evolution of Data Architecture (Which Wins When)/7. Mesh & Fabric (The Decentralized Lineage).mp4

23 MB

~Get Your Files Here !/2 - The Evolution of Data Architecture (Which Wins When)/8. The Modern Data Stack & the Build-vs-Buy-vs-Compose Question.mp4

21 MB

~Get Your Files Here !/2 - The Evolution of Data Architecture (Which Wins When)/9. Which Pattern Wins When (Synthesis + the Thesis).mp4

23 MB

~Get Your Files Here !/20 - Architecting for AI The Platform Decisions That Make or Break It/100. Architecture Review Workshop Design an AI-Ready Platform.mp4

35 MB

~Get Your Files Here !/20 - Architecting for AI The Platform Decisions That Make or Break It/20. Module 20 Check Architecting for AI The Platform Decisions That Make or Break It.html

24 kB

~Get Your Files Here !/20 - Architecting for AI The Platform Decisions That Make or Break It/94. The AI Readiness Assessment Are You Even Ready.mp4

24 MB

~Get Your Files Here !/20 - Architecting for AI The Platform Decisions That Make or Break It/95. Why AI Breaks Your Data Platform The Two-Speed Problem.mp4

24 MB

~Get Your Files Here !/20 - Architecting for AI The Platform Decisions That Make or Break It/96. The Feature Store Architecting for Training-Serving Consistency.mp4

22 MB

~Get Your Files Here !/20 - Architecting for AI The Platform Decisions That Make or Break It/97. Embeddings & Vector Databases Architecting Retrieval at Scale.mp4

23 MB

~Get Your Files Here !/20 - Architecting for AI The Platform Decisions That Make or Break It/98. RAG & LLM Serving Patterns Where the Platform Meets the Model.mp4

25 MB

~Get Your Files Here !/20 - Architecting for AI The Platform Decisions That Make or Break It/99. AI Governance, Lineage & Cost Guardrails for Probabilistic Systems.mp4

24 MB

~Get Your Files Here !/21 - ADRs, Anti-Patterns & War Stories/101. The Architecture Decision Record Deciding in the Open.mp4

24 MB

~Get Your Files Here !/21 - ADRs, Anti-Patterns & War Stories/102. The Anti-Pattern Catalog (How Good Architects Go Wrong).mp4

26 MB

~Get Your Files Here !/21 - ADRs, Anti-Patterns & War Stories/103. War Story The $50k Query & the Cost Scars.mp4

29 MB

~Get Your Files Here !/21 - ADRs, Anti-Patterns & War Stories/104. War Story The CDC Loop & the Reliability Scars.mp4

28 MB

~Get Your Files Here !/21 - ADRs, Anti-Patterns & War Stories/105. Defending Your Architecture (The Board Review).mp4

24 MB

~Get Your Files Here !/21 - ADRs, Anti-Patterns & War Stories/21. Module 21 Check ADRs, Anti-Patterns & War Stories.html

23 kB

~Get Your Files Here !/22 - Capstone Design & Defend to a CFO and a CISO/106. The Brief Reading a Real Company's Requirements, Constraints & AI Mandate.mp4

28 MB

~Get Your Files Here !/22 - Capstone Design & Defend to a CFO and a CISO/107. Designing the Architecture End-to-End One Decision Per Layer.mp4

29 MB

~Get Your Files Here !/22 - Capstone Design & Defend to a CFO and a CISO/108. The ADR Package Documenting Every Major Decision So It Survives.mp4

25 MB

~Get Your Files Here !/22 - Capstone Design & Defend to a CFO and a CISO/109. The Board Defense The Full 9-Part Architecture Review Against CFO, CISO & CTO.mp4

30 MB

~Get Your Files Here !/22 - Capstone Design & Defend to a CFO and a CISO/110. Your Architecture Journey The Thesis Revisited & Where to Go Next.mp4

27 MB

~Get Your Files Here !/22 - Capstone Design & Defend to a CFO and a CISO/22. Module 22 Check Capstone Design & Defend to a CFO and a CISO.html

23 kB

~Get Your Files Here !/3 - The Reference Architecture You Can Draw on a Whiteboard (Act 1)/10. The Canonical Layers Source → Ingest → Store → Transform → Serve → Consume.mp4

24 MB

~Get Your Files Here !/3 - The Reference Architecture You Can Draw on a Whiteboard (Act 1)/11. Drawing It From Memory The Whiteboard Exercise as a Skill.mp4

19 MB

~Get Your Files Here !/3 - The Reference Architecture You Can Draw on a Whiteboard (Act 1)/12. The Same Diagram, Monolith vs Mesh Redraw It Decentralized.mp4

30 MB

~Get Your Files Here !/3 - The Reference Architecture You Can Draw on a Whiteboard (Act 1)/13. Where Each Layer's Decisions Live The Course as One Diagram.mp4

20 MB

~Get Your Files Here !/3 - The Reference Architecture You Can Draw on a Whiteboard (Act 1)/14. Batch + Stream Layering Lambda vs Kappa at the Reference Level.mp4

22 MB

~Get Your Files Here !/3 - The Reference Architecture You Can Draw on a Whiteboard (Act 1)/3. Module 3 Check The Reference Architecture You Can Draw on a Whiteboard (Act 1).html

24 kB

~Get Your Files Here !/4 - Choosing Your Storage Layer Object Storage, Formats & Access Patterns/15. Object Storage as the Foundation Why Decoupled Storage Compute Changed Everything.mp4

23 MB

~Get Your Files Here !/4 - Choosing Your Storage Layer Object Storage, Formats & Access Patterns/16. File Formats Parquet vs ORC vs Avro — The Columnar-vs-Row Decision.mp4

26 MB

~Get Your Files Here !/4 - Choosing Your Storage Layer Object Storage, Formats & Access Patterns/17. The 3 Access Patterns That Dictate Storage Hot, Warm, Cold & the Cost of Egress.mp4

20 MB

~Get Your Files Here !/4 - Choosing Your Storage Layer Object Storage, Formats & Access Patterns/18. Partitioning & File Sizing The Small-Files Problem That Crawls.mp4

26 MB

~Get Your Files Here !/4 - Choosing Your Storage Layer Object Storage, Formats & Access Patterns/19. Compression & Layout Trade-offs Squeezing the Bytes Without Choking the Reader.mp4

22 MB

~Get Your Files Here !/4 - Choosing Your Storage Layer Object Storage, Formats & Access Patterns/4. Module 4 Check Choosing Your Storage Layer Object Storage, Formats & Access Patterns.html

25 kB

~Get Your Files Here !/5 - Delta vs Iceberg vs Hudi Choosing Your Table Format/20. Why Table Formats Exist ACID on Top of Object Storage.mp4

23 MB

~Get Your Files Here !/5 - Delta vs Iceberg vs Hudi Choosing Your Table Format/21. Delta vs Iceberg vs Hudi The Decision Matrix.mp4

22 MB

~Get Your Files Here !/5 - Delta vs Iceberg vs Hudi Choosing Your Table Format/22. Schema Evolution & Time Travel as Architecture (Not Features).mp4

22 MB

~Get Your Files Here !/5 - Delta vs Iceberg vs Hudi Choosing Your Table Format/23. The Open Catalog & Interop The Open-Lakehouse Promise (and Its Limits).mp4

30 MB

~Get Your Files Here !/5 - Delta vs Iceberg vs Hudi Choosing Your Table Format/24. Architecture Review #1 (Table-Format & Storage Anchored).mp4

28 MB

~Get Your Files Here !/5 - Delta vs Iceberg vs Hudi Choosing Your Table Format/5. Module 5 Check Delta vs Iceberg vs Hudi Choosing Your Table Format.html

26 kB

~Get Your Files Here !/6 - Dimensional Modeling — The Insight Nobody Teaches/25. Facts & Dimensions — and Why Grain Comes First.mp4

21 MB

~Get Your Files Here !/6 - Dimensional Modeling — The Insight Nobody Teaches/26. Star vs Snowflake — and the Over-Normalization Cost Trap.mp4

24 MB

~Get Your Files Here !/6 - Dimensional Modeling — The Insight Nobody Teaches/27. Slowly Changing Dimensions — SCD Types as Decisions.mp4

21 MB

~Get Your Files Here !/6 - Dimensional Modeling — The Insight Nobody Teaches/28. The Grain Insight — Declare It Before You Model.mp4

26 MB

~Get Your Files Here !/6 - Dimensional Modeling — The Insight Nobody Teaches/29. Conformed Dimensions & the Bus Matrix (Modeling Across an Enterprise).mp4

25 MB

~Get Your Files Here !/6 - Dimensional Modeling — The Insight Nobody Teaches/6. Module 6 Check Dimensional Modeling — The Insight Nobody Teaches.html

26 kB

~Get Your Files Here !/7 - Beyond Star Schemas (When to Choose Vault, Wide, or OBT)/30. Data Vault When Auditability & Parallel Loading Win.mp4

26 MB

~Get Your Files Here !/7 - Beyond Star Schemas (When to Choose Vault, Wide, or OBT)/31. One Big Table (OBT) as the Cloud-Warehouse Default.mp4

25 MB

~Get Your Files Here !/7 - Beyond Star Schemas (When to Choose Vault, Wide, or OBT)/32. Wide Tables & the Economics of Denormalization.mp4

25 MB

~Get Your Files Here !/7 - Beyond Star Schemas (When to Choose Vault, Wide, or OBT)/33. Choosing Your Modeling Paradigm — A Decision Matrix.mp4

28 MB

~Get Your Files Here !/7 - Beyond Star Schemas (When to Choose Vault, Wide, or OBT)/7. Module 7 Check Beyond Star Schemas (When to Choose Vault, Wide, or OBT).html

25 kB

~Get Your Files Here !/8 - Ingestion Decisions Batch vs Incremental vs CDC/34. The Ingestion Decision Tree (Before You Write Any Pipeline).mp4

18 MB

~Get Your Files Here !/8 - Ingestion Decisions Batch vs Incremental vs CDC/35. Batch and Bulk Load Patterns Truncate, Reload, and Partition Swap.mp4

28 MB

~Get Your Files Here !/8 - Ingestion Decisions Batch vs Incremental vs CDC/36. Incremental Loading and the Watermark That Dropped Rows.mp4

21 MB

~Get Your Files Here !/8 - Ingestion Decisions Batch vs Incremental vs CDC/37. Change Data Capture Log vs Query vs Trigger.mp4

26 MB

~Get Your Files Here !/8 - Ingestion Decisions Batch vs Incremental vs CDC/38. Architecture Review #2 Mixed Ingestion for a 200-Store Retailer.mp4

28 MB

~Get Your Files Here !/8 - Ingestion Decisions Batch vs Incremental vs CDC/8. Module 8 Check Ingestion Decisions Batch vs Incremental vs CDC.html

26 kB

~Get Your Files Here !/9 - Should This Be Streaming At All — Real-Time Trade-offs/39. The Real-Time Illusion Latency Is a Business Decision.mp4

19 MB

~Get Your Files Here !/9 - Should This Be Streaming At All — Real-Time Trade-offs/40. Streaming Architecture Components Log, Processor, Sink.mp4

26 MB

~Get Your Files Here !/9 - Should This Be Streaming At All — Real-Time Trade-offs/41. Exactly-Once vs At-Least-Once The Architect's Choice.mp4

24 MB

~Get Your Files Here !/9 - Should This Be Streaming At All — Real-Time Trade-offs/42. When Streaming Is NOT Worth It The Complexity Tax.mp4

27 MB

~Get Your Files Here !/9 - Should This Be Streaming At All — Real-Time Trade-offs/43. Lambda vs Kappa Unifying Batch & Stream.mp4

21 MB

~Get Your Files Here !/9 - Should This Be Streaming At All — Real-Time Trade-offs/9. Module 9 Check Should This Be Streaming At All — Real-Time Trade-offs.html

24 kB

~Get Your Files Here !/Bonus Resources.txt

70 B