The ultimate technical incident response and troubleshooting manual for AdTech Solution Engineers: 12 failure points, 8-step RCA framework, discrepancy investigations, and Charles Proxy / DevTools playbooks.

A comprehensive architectural trace of an OpenRTB 2.5/2.6 bid request: from browser viewport detection, Prebid.js, and Google Ad Manager to SSP exchange pipelines, DSP algorithmic decisioning, and win notifications.

A technical deep-dive into Google Ad Manager’s core decisioning engine: line item priority hierarchies, pacing algorithms, Unified Pricing Rules (UPR), and the mathematical mechanics of Dynamic Allocation against header bidding.

A technical dissection of the native in-app advertising stack: from client SDK compilation and mediation cascades to OpenRTB bid request generation, MRAID webview rendering, and MMP install attribution.

A technical dissection of the mobile app measurement pipeline: redirect hops, app store referrer tokens, MMP attribution algorithms, SKAdNetwork 4.0 conversions, and server-to-server postback routing.

A comprehensive architectural dissection of Server-Side Ad Insertion (SSAI): SCTE-35 cue detection, real-time ad transcoding, HLS/DASH manifest stitching, and the engineering challenges of measurement beacon dispatch.

A definitive engineering manual for diagnosing IAB VAST XML responses: XML schema validation, wrapper redirection timeouts, MediaFile bitrate mismatches, and complete diagnostic playbooks for Errors 100 through 901.

A technical comparison of programmatic transaction structures: Open Auction (OMP), Private Marketplace (PMP), Preferred Deals, and Programmatic Guaranteed (PG)—with Deal ID OpenRTB mechanics and 8-step troubleshooting.

A technical architectural analysis of device fingerprinting, deterministic vs. probabilistic device graphs, and the engineering mechanics of CTV-to-mobile sequential campaign orchestration.

An architectural examination of the programmatic bidstream: processing millions of QPS, optimizing network egress bills, implementing token-bucket throttling, and enforcing 100ms latency budgets.

A comprehensive schain guide for AdTech interviews covering supply paths, direct vs reseller nodes, SSP and DSP validation, SPO, and how schain complements ads.txt.

A practical GDPR guide for AdOps covering personal data boundaries, IAB TCF v2.2 consent strings, regs.gdpr = 1 signaling, and why missing consent causes 90%+ No-Bid rates.

Understand child-directed inventory rules, regs.coppa = 1 parameter behavior, GAM line item restrictions, and how contextual-only monetization impacts CPMs.

Revise 100 interview questions, work through real GAM line item troubleshooting scenarios, and build a hands-on sandbox project for Solution Engineer interviews.

A practical look at how AI coding workflows shifted from review-heavy micro-prompts in 2025 to autonomous agentic workflows and specification-driven development in 2026.

Learn how standardized agents.md instruction files establish codebase architecture rules, testing guidelines, and context retention for coding assistants.