Udemy - Agent-Ready Data Platform - Semantic Layer, Text-to-SQL and MCP
- CategoryOther
- TypeTutorials
- LanguageEnglish
- Total size2 GB
- Uploaded Byfreecoursewb
- Downloads38
- Last checkedJul. 03rd '26
- Date uploadedJul. 02nd '26
- Seeders 0
- Leechers10
Infohash : 5839B204E66D05D9CA4D818E6C78ADA85D73D635
Agent-Ready Data Platform: Semantic Layer, Text-to-SQL & MCP
https://WebToolTip.com
Published 6/2026
MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English | Duration: 7h 41m | Size: 2.04 GB
Retrofit a messy warehouse for AI agents: semantic layer, text-to-SQL, evaluation, governance, MCP and production ops
What you'll learn
Diagnose exactly why naive LLM text-to-SQL hallucinates, and measure failure with a real evaluation harness.
Design and author a semantic layer — metrics, dimensions, entities, and a join graph — that grounds an LLM and kills hallucinated joins.
Lift text-to-SQL accuracy from roughly 40% to roughly 90% through grounding and context engineering for the warehouse.
Choose a semantic-layer engine (dbt Semantic Layer, Cube, Snowflake Semantic Views, Databricks Metric Views, LookML) with a decision matrix and defend it.
Enforce governance at the semantic layer so agents inherit RBAC, row/column security, and PII masking instead of bypassing them.
Build and secure a governed MCP server that exposes Snowflake, dbt, and Databricks to agents safely.
Operate agentic analytics in production with tracing, cost control, semantic-drift defense, and a rollout runbook.
Apply agent patterns correctly — and recognize when NOT to use an agent at all.
Requirements
Comfortable writing intermediate-to-advanced SQL and reading data-warehouse schemas (joins, aggregates, DDL).
Working familiarity with a cloud warehouse (Snowflake or Databricks) and dbt-style transformation workflows.
Basic understanding of LLMs and what an AI agent is — no ML or model-training background required.
This is an advanced, architect-level course; greenfield beginners should start with a core data-warehousing course first.
Files:
[ WebToolTip.com ] Udemy - Agent-Ready Data Platform - Semantic Layer, Text-to-SQL and MCP- Get Bonus Downloads Here.url (0.2 KB) ~Get Your Files Here ! 1 - The Mandate Just Let Them Ask in English
- 1 - Module 1 Check.html (22.2 KB)
- 1 - The CEO Email That Started It.mp4 (19.1 MB)
- 2 - The Three Naive Reactions (and Why Each Fails).mp4 (15.8 MB)
- 3 - Anatomy of an Agent-to-Warehouse Request.mp4 (13.2 MB)
- 4 - The Agent-Readiness Maturity Ladder.mp4 (13.3 MB)
- 10 - Module 10 Check.html (21.9 KB)
- 42 - You Can't Ship What You Can't Measure.mp4 (26.5 MB)
- 43 - Build an Eval Set From Your Own Questions.mp4 (21.0 MB)
- 44 - Regression Gates in CI.mp4 (22.9 MB)
- 45 - The Accuracy Dashboard.mp4 (18.9 MB)
- 11 - Module 11 Check.html (21.8 KB)
- 46 - The Agent That Saw Everyone's Salary.mp4 (23.8 MB)
- 47 - Over-Permissioning and the Service-Account Trap.mp4 (22.7 MB)
- 48 - Prompt Injection Into Your Data Layer.mp4 (20.6 MB)
- 49 - The Threat Model.mp4 (21.8 MB)
- 12 - Module 12 Check.html (22.0 KB)
- 50 - Policy Belongs in the Layer, Not the Prompt.mp4 (16.8 MB)
- 51 - RBAC and Governed Metrics.mp4 (18.9 MB)
- 52 - Row-Level Security and Column Masking.mp4 (23.9 MB)
- 53 - PII, Aggregation Thresholds, and k-Anonymity.mp4 (18.9 MB)
- 54 - Snowflake and Databricks Governance Mapping.mp4 (27.9 MB)
- 13 - Module 13 Check.html (21.9 KB)
- 55 - The 40,000 Dollar Weekend Query.mp4 (20.3 MB)
- 56 - Query Cost Limits, Timeouts, and Result Caps.mp4 (24.4 MB)
- 57 - Read-Only by Default, Approvals for the Rest.mp4 (20.3 MB)
- 58 - The Full Audit Trail.mp4 (24.4 MB)
- 14 - Module 14 Check.html (21.8 KB)
- 59 - From N-by-N Custom Integrations to One Protocol.mp4 (22.6 MB)
- 60 - Tools, Resources, and Prompts.mp4 (22.7 MB)
- 61 - Where MCP Sits vs the Semantic Layer.mp4 (17.2 MB)
- 62 - The Spec Is Moving Durable vs Temporary.mp4 (22.4 MB)
- 15 - Module 15 Check.html (21.8 KB)
- 63 - Your First MCP Server.mp4 (23.1 MB)
- 64 - Wrapping the Semantic Layer as Tools.mp4 (23.3 MB)
- 65 - Official Servers vs Rolling Your Own.mp4 (20.2 MB)
- 66 - Tool Design for LLMs.mp4 (27.0 MB)
- 67 - Test With a Real Agent Client.mp4 (20.8 MB)
- 16 - Module 16 Check.html (21.8 KB)
- 68 - Local vs Remote, One Server vs Many.mp4 (20.4 MB)
- 69 - Transport and Auth Choices.mp4 (24.5 MB)
- 70 - Tool Granularity Thin Proxy vs Thick Semantic Tools.mp4 (26.9 MB)
- 71 - The MCP Decision Spine.mp4 (22.1 MB)
- 17 - Module 17 Check.html (21.9 KB)
- 72 - The Confused-Deputy Problem.mp4 (23.0 MB)
- 73 - Per-User Identity Propagation and Scopes.mp4 (25.9 MB)
- 74 - Secrets, Multi-Tenant Isolation, and Rate Limits.mp4 (24.0 MB)
- 75 - Pen-Test Your Own Server.mp4 (26.3 MB)
- 18 - Module 18 Check.html (21.8 KB)
- 76 - Single-Shot vs Multi-Step Reasoning.mp4 (17.4 MB)
- 77 - The Plan-Query-Critique Loop.mp4 (19.1 MB)
- 78 - Memory and Conversation Context.mp4 (17.6 MB)
- 79 - Multi-Metric, Multi-Step Questions.mp4 (16.6 MB)
- 80 - Debug The Agent Looped or Gave Up.mp4 (19.4 MB)
- 19 - Module 19 Check.html (22.0 KB)
- 81 - Conversational BI.mp4 (23.7 MB)
- 82 - Scheduled and Triggered Agents.mp4 (20.9 MB)
- 83 - Write-Back and Actions The Danger Zone.mp4 (32.1 MB)
- 84 - Pattern Selection.mp4 (20.1 MB)
- 2 - Module 2 Check.html (22.3 KB)
- 5 - Live Watch It Hallucinate a Join.mp4 (24.4 MB)
- 6 - The Five Failure Modes.mp4 (20.9 MB)
- 7 - Why Just Give It the Schema Doesn't Work.mp4 (16.4 MB)
- 8 - The Silent-Wrong-Answer Problem.mp4 (14.0 MB)
- 20 - Module 20 Check.html (21.7 KB)
- 85 - The Full Trace.mp4 (20.2 MB)
- 86 - Logging and Tracing the Stack.mp4 (24.7 MB)
- 87 - Cost and Latency Monitoring.mp4 (20.7 MB)
- 88 - Debug Clinic Three Wrong Answers.mp4 (21.9 MB)
- 21 - Module 21 Check.html (21.6 KB)
- 89 - Semantic Drift.mp4 (23.5 MB)
- 90 - Caching and Latency.mp4 (25.1 MB)
- 91 - Reliability, Fallbacks, and Safe Rollout.mp4 (24.5 MB)
- 92 - The Operations Runbook.mp4 (23.9 MB)
- 22 - Module 22 Check.html (21.8 KB)
- 93 - The Brief Meridian Goes Live Company-Wide.mp4 (18.3 MB)
- 94 - Build Model to Grounding to Governance to MCP.mp4 (28.6 MB)
- 95 - Evaluate and Harden.mp4 (26.6 MB)
- 96 - The 8-Dimension Defense Rubric.mp4 (26.9 MB)
- 97 - Your Roadmap From Here.mp4 (19.2 MB)
- 10 - Metrics, Dimensions, Entities The Three Nouns.mp4 (17.6 MB)
- 11 - The Join Graph Encode Relationships Once.mp4 (16.2 MB)
- 12 - Semantic Layer vs BI Layer vs Raw SQL.mp4 (16.2 MB)
- 13 - Headless and Multi-Consumer.mp4 (17.1 MB)
- 3 - Module 3 Check.html (21.6 KB)
- 9 - The Missing Layer.mp4 (18.4 MB)
- 14 - Your First Met
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