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Basic RAG over internal docs with retrieval metrics

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Section 1: Data Pipelines & ETL10 videos

CDC pipeline from PostgreSQL to BigQuery with late arrivals

16m

Kafka → Delta Lake streaming with watermarking and compaction

16m

Airflow Dagster pipeline deduping and enriching CRM leads

1h 3m

Data quality framework (Great Expectations) with auto-fail

15m

FluentBit → S3 → Athena log pipeline with partition pruning

1h 1m

Ingest messy CSVs to Parquet lake with schema validation

1h 10m

Feature store (Feast Tecton) with point-in-time correctness

15m

ELT reconciling Stripe and Shopify revenue nightly

57m

Real-time IoT anomaly detection with Flink Spark

1h 6m

Data contract enforcement with JSON Schema + Pydantic

1h
Section 2: APIs & Integrations10 videos

REST API gateway normalizing HubSpot, Salesforce, Notion

17m

GraphQL facade over heterogeneous internal microservices

16m

API versioning with backward-compatible deprecation

16m

OAuth2 proxy unifying Google, Microsoft, GitHub SSO

1h 9m

Webhook relay with retry, DLQs, and idempotency keys

1h 9m

Rate-limiting and quota middleware for internal APIs

1h 12m

Bi-directional Airtable ↔ Postgres sync with conflicts

16m

Connector for niche SaaS into data warehouse

1h 12m

Event-driven integration using NATS JetStream

16m

Public API for internal tool with OpenAPI spec

16m
Section 3: MCP Servers & Tooling10 videos

MCP server for vector DB with typed tool schemas

14m

MCP server exposing Jira Confluence to LLM tools

55m

MCP server for Slack, Gmail, Calendar assistant agent

55m

MCP server for Zendesk with auto-triage tools

14m

MCP server wrapping internal pricing engine, audited

54m

MCP server for BI tool enabling NL queries

53m

MCP server for secrets manager with least-privilege

14m

MCP server for document store with access control

59m

MCP server for feature flags with rollout tools

53m

MCP server for monitoring stack with incident tools

54m
Section 4: RAG & LLM Systems10 videos

Basic RAG over internal docs with retrieval metrics

57mNow Playing

Multi-tenant RAG with isolation and access control

1h

RAG with hybrid search and query rewriting

54m

Agentic RAG with tool use and plan-and-execute

55m

RAG with citations and grounded answers

55m

RAG eval harness (recall, precision, faithfulness)

57m

Retrieval with re-ranking for quality

58m

LLM data doc generator from schemas and queries

57m

Fine-tune small LLM for domain Q&A (e.g., SOX)

1h 3m

LLM agent drafting SQL with schema grounding

53m
Section 5: Evaluation & Observability10 videos

End-to-end RAG eval with golden datasets

52m

Drift detection for embeddings and Recall@K

14m

LLM response quality scorer (rules + model)

56m

Cost attribution dashboard for LLM calls

15m

Latency SLO dashboards for LLM endpoints

54m

Canary eval suite for prompt changes (A B)

55m

Offline online metric correlation for LLM changes

53m

Red-team harness for jailbreaks and injection

53m

Hallucination detector using claim verification

55m

Feedback loop UI to flag bad answers, retrain

1h
Section 6: Enterprise Integrations10 videos

Sync identities Okta ↔ internal RBAC, audited

51m

SOX-compliant change workflow for data pipelines

13m

Integrate Snowflake with governance catalog, policies

53m

Data access request portal (GDPR CCPA)

13m

ServiceNow incidents ↔ Slack alerts, auto-runbooks

52m

DLP policies across GDrive, S3, Postgres centralized

57m

PII detection and masking for data exports

51m

Secrets rotation in CI CD using Vault

50m

Compliant audit trail for LLM prompts outputs

51m

Model registry with deployment gates and sign-offs

51m
Section 7: CLI & Developer Tools10 videos

CLI scaffolding microservice with lint tests CI

55m

CLI for data contract validation on datasets

57m

CLI running local LLM eval suites with diffs

13m

CLI generating DB migrations from ORM safely

1h

CLI managing feature flags across environments

14m

CLI snapshot restore MCP configs per env

59m

CLI profiling slow SQL with IndexAdvisor hints

52m

CLI scraping API docs into searchable KB

54m

CLI generating OpenAPI from live services

59m

CLI rotating credentials via Vault APIs

58m
Section 8: Real-time & Streaming10 videos

Streaming ETL enriching clickstream 1s

13m

Real-time fraud scoring microservice with inference

13m

Real-time order funnel dashboard with WebSockets

48m

Live chat analytics with topics and sentiment

50m

Real-time log anomaly detector creating tickets

48m

Streaming joins IoT telemetry with reference data

56m

Real-time personalization updating per session

51m

Live leaderboards with rank via Redis sorted sets

47m

Real-time data quality monitors with Slack alerts

13m

Real-time capacity forecasting for API endpoints

54m
Section 9: Security & Governance10 videos

Attribute-based access control (ABAC) for APIs

13m

Policy-as-code engine (OPA Rego) for data access

59m

Data lineage tracker ingestion to ML features

51m

Secrets scanning pre-commit hook with vault

51m

Threat model generator from architecture diagrams

52m

PII inventory scanning DBs and buckets

1h

Compliant data retention and deletion scheduler

13m

Encryption-at-rest with KMS key rotation

55m

Fine-grained LLM output filtering for sensitive topics

13m

Audit log viewer with immutable storage

51m
Section 10: End-to-End Apps & Demos10 videos

Finance copilot reconciling invoices, flagging anomalies

15m

Internal support bot triaging tickets with tools

57m

Sales copilot enriching leads, drafting outreach

1h 9m

Ops runbook executor responding to alerts

1h

HR onboarding bot provisioning accounts, tracking

59m

Compliance copilot mapping controls to evidence

56m

Data catalog explorer with NL search and lineage

58m

Executive dashboard answering NL KPI questions

58m

Customer health scoring with churn prediction

1h 5m

Incident assistant aggregating logs, metrics, traces

1h 9m