
Deep Report
2026-11-13
Google Official 2026 YouTube Holiday Shopping Playbook (Part 1): Q4–Q5 4-Phase Pacing, 3 Arbitrage Windows & High vs. Low AOV Architecture
Complete breakdown of Chapters 1–6 (Pages 1–11) of Google’s 18-page "Holidays on YouTube · 2026 Shopping Season Playbook". Analyzes why legacy 5-day BFCM all-in strategies fail against +60% Search/Shopping CPM inflation ($8.07 to $12.91), unpacks the 3 market arbitrage windows—October seeding ($3.08 Demand Gen CPM), BFCM 1P retargeting + Shorts ($2.02 CPM / $0.11 CPC), and the post-Christmas Q5 scissor gap (-51.7% CPM drop from $18.00 to $8.70 with 10.49% peak CTR)—and details the 4-phase budget roadmap, 10x/15x tCPA learning floors, ±20% 48-hour pacing rules, and $80 AOV split across CTV, VRC, VVC, and Demand Gen.
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谷歌出海学堂(Holidays on YouTube 官方手册)· evaoo 出海投流实验室整理Google Ads & Holiday Scaling

Deep Report
2026-11-13
Google Official 2026 YouTube Holiday Shopping Playbook (Part 2): APB Creator Affiliate, Shoppable Masthead, Checkout Links & 12 Pre-Flight Rules
Complete breakdown of Chapters 7–11 and the Technical Appendix (Pages 12–18) of Google’s 18-page 2026 YouTube Holiday Playbook. Compares Creator Partnerships Boost (+25% CTR, +20%–35% CVR) against zero-fixed-fee Affiliate Partnerships Boost (APB Beta in Demand Gen), details the 5 YouTube Shopping interactive upgrades, Shoppable Masthead’s 7 creative rules and 2-day dual-approval SOP, GMC Checkout Links (+20%+ CVR by skipping PDP), the 12-item pre-flight checklist, and the $20,000 Head-to-Head A/B test specifications for VRC ABS Boost and Video Campaign Group Reach & Frequency optimization (+40% target-frequency users, +15% unique reach, -13% cost).
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谷歌出海学堂(Holidays on YouTube 官方手册)· evaoo 出海投流实验室整理Google Ads & Holiday Scaling

Deep Report
2026-11-13
Meta Ads Maximize Value of Conversions (VO) Playbook: Doubling ROAS on the Same Budget, 3 Eligibility Thresholds & 6-Step BFCM Setup
Complete breakdown of Meta Business Help #296463804090290 ("About maximizing the value of conversions / Value Optimization"). Explains why Volume Optimization treats $10 and $200 orders equally, illustrates Meta’s official $200 budget benchmark where ROAS doubles from 1.25 to 2.50, details the 3 core prerequisites (Pixel/CAPI/MMP tracking, dynamic value + currency payloads, and 100+ conversions with >=5 distinct values in 14 days), exposes dual Pixel/CAPI parity and eligibility sync lag traps, and maps out the 6-step Ads Manager setup plus BFCM ROAS Goal guardrails.
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Meta Business 帮助中心 (#296463804090290) · evaoo 出海增长与投放实验室编译Meta / Facebook Ads

Playbook
2026-11-13
How to Submit Your Website to ChatGPT Business Hub: DNS TXT, Persona & Admin SOP
Hands-on website submission playbook covering Through a website routing, DNS TXT validation, tax/policy form pitfalls, and Workspace admin invites.
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Evaoo Growth LabHub Setup SOP
![[BFCM Special Report] Google Ads Channel Prioritization & Budget Allocation Playbook (Part 1): Waterfall Mechanics, Bid Strategy Matrix & The "Google Channels" Bundle Truth](/assets/covers/news-google-ads-channel-priority-part1.jpg?v=20261112_v1)
Deep Report
2026-11-12
[BFCM Special Report] Google Ads Channel Prioritization & Budget Allocation Playbook (Part 1): Waterfall Mechanics, Bid Strategy Matrix & The "Google Channels" Bundle Truth
Comprehensive synthesis of Google Ads Help #18385152 (About channel prioritization and budget allocation), Google Ads Product Director Tal Akabas’s official announcement, and practitioner analyses from Smarter Ecommerce (Mike Ryan), Search Engine Journal, Search Engine Land, Practical Ecommerce, and Common Thread Collective. Unpacks High vs. Low priority waterfall funding, campaign-type granularity across Search/Shopping/PMax/Demand Gen, why Low priority alone fails on unconstrained tROAS/tCPA campaigns (making the Budget Allocation % cap—down to 0% zero spend—the real lever), the 5-in-1 "Google channels" bundle trap, and 4 setup blockers including Campaign Total Budgets and MCC accounts.
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evaoo 出海投流实验室(参考 Google Ads 文档 #18385152、smec 与 Practical Ecommerce 实测)Google Ads & Channel Controls
![[BFCM Tactical Playbook] Google Ads Channel Prioritization & Budget Allocation (Part 2): Black Friday Guardrails, 28-Day Spend vs. Conversion Audit & Feb 2027 GDN Sunset](/assets/covers/news-google-ads-channel-priority-part2.jpg?v=20261112_v1)
Deep Report
2026-11-12
[BFCM Tactical Playbook] Google Ads Channel Prioritization & Budget Allocation (Part 2): Black Friday Guardrails, 28-Day Spend vs. Conversion Audit & Feb 2027 GDN Sunset
Actionable Q4 Holiday / BFCM and Q1 2027 execution SOP building on Part 1. Breaks down Practical Ecommerce’s 28-day spend share vs. Channel Performance conversion audit (where 26.3% PMax Display spend drove 48.1% of conversions), introduces the Channel Efficiency Index (CEI) 4-quadrant calculator, maps 3-phase BFCM parameter guardrails + {network} ValueTrack & CwCD gross-profit verification, details the Golden Triangle account architecture to bypass PMax bundling, and provides a 4-step migration checklist ahead of the February 2027 Search Display Expansion overhaul.
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Google Ads 官方文档(#18385152)、Practical Ecommerce、CTC 与 smec 实战汇编 · evaoo 出海投流实验室Google Ads & Holiday Scaling
![[Special Report] Using Product Videos Across Google Shopping (Part 1): [video_link] Engineering Specs, AI Mode Conversational Attributes & Demand Gen +5% Conversion Lift](/assets/covers/news-google-shopping-product-videos-part1.jpg?v=20261111_v1)
Deep Report
2026-11-11
[Special Report] Using Product Videos Across Google Shopping (Part 1): [video_link] Engineering Specs, AI Mode Conversational Attributes & Demand Gen +5% Conversion Lift
Complete engineering breakdown of Google Merchant Center Help #18545837 (Using product videos across Google Shopping), #15216925 (Video link [video_link]), and #17085370 (Conversational attributes). Covers the 4 core business levers (lower return rates & AI Mode visual proof), pairing [video_link] with 6 conversational attributes ([question_and_answer], [item_group_title], etc.), Google’s July 2025 global Demand Gen benchmark (+5% conversions across 16:9, 1:1, and 9:16), 6s–240s / 500MB / 720p rules, Merchant API v1 injection, and the 24–72h new-URL recrawl rule vs. 6-week stale caching.
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Google Merchant Center 官方帮助中心 · evaoo 跨境电商与视频增长实验室编译Google Shopping & Video Assets

Deep Report
2026-11-11
Using Product Videos Across Google Shopping (Part 2): GMC Video Assets Hub (YouTube/TikTok/IG Mapping), Product Studio AI & Global Disclosure Rules
Deep-dive playbook on Google Merchant Center Help #16488999 (Video assets in Merchant Center) and #14959367 (Generating videos in Product Studio). Master zero-copy video aggregation across Website, YouTube, Instagram, TikTok, and Product Studio; execute "Confirm products" workflows (respecting the strict 1-offer-per-YouTube-video limit); run the 6-step Product Studio AI pipeline across AU/CA/IN/JP/UK/US (32 MB image cap, 720p saved listing vs. 240p preview download); and comply with EU, California, New York, India, South Korea, and Vietnam AI disclosure laws using Google’s safe-harbor AI label.
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Google Merchant Center 官方帮助中心 · evaoo 跨境电商与视频增长实验室编译Google Shopping & Video Assets
![[Special Report] Google Merchant API Architecture Guide: Replacing Content API for Shopping, August 18, 2026 Sunset Timeline & Modular v1 Upgrade](/assets/covers/news-google-merchant-api-overview-2026.jpg?v=20261111_v1)
Deep Report
2026-11-11
[Special Report] Google Merchant API Architecture Guide: Replacing Content API for Shopping, August 18, 2026 Sunset Timeline & Modular v1 Upgrade
Comprehensive engineering breakdown of Google’s next-generation Merchant API replacing Content API for Shopping v2.1: official August 18, 2026 sunset and September 1, 2026 HTTP 410 Gone (content_api_sunset) progressive outages, independently versioned sub-APIs, AIP-122 resource names with ~ delimiters and unpadded RFC 4648 base64url encoding, Price amountMicros, gRPC + REST support, Merchant API MCP Server, and UCP agentic performance reports.
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Google Merchant Center 开发者文档组 · evaoo 跨境电商与商品流工程实验室编译Google Merchant API & Shopping

Deep Report
2026-11-11
Google Merchant API Start Your Migration SOP: Sub-API Priority Order, ProductInput Write/Read Split & Preventing "Offer Stealing"
Actionable engineering handbook for Google’s "Start your migration" specification: why teams must migrate in strict Accounts -> DataSources -> Products -> Reports order, refactoring persistent ProductInput writes (?dataSource=...) vs. read-only Product views with embedded productStatus, backfilling local DB dataSource IDs to prevent destructive "Offer Stealing", and updating MCQL queries to snake_case.
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Google Merchant Center 开发者文档组 · evaoo 跨境电商与商品流工程实验室编译Google Merchant API & Shopping

Deep Report
2026-11-11
Google Merchant API Authentication & GCP Project Guide: Replacing Direct GMC Key Setup, registerGcp & Zero-Downtime Cutover
Master Google’s "Configure API authentication from Merchant Center" and "Manage and transition GCP projects" specifications: why direct key generation was removed from the GMC UI, the 5 mandatory prerequisites for developerRegistration:registerGcp (preventing 401 UNAUTHENTICATED and service-account email errors), the 1 GMC : N GCP vs. 1 GCP : 1 Primary GMC topology rule (fixing 409 DUPLICATE_PROJECT_REGISTRATION), and dual-GCP zero-downtime transitions.
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Google Merchant Center 开发者文档组 · evaoo 跨境电商与商品流工程实验室编译Google Merchant API & Shopping

Deep Report
2026-11-11
Google Merchant API Concurrent Requests & gRPC Channel Pool Guide: Replacing custombatch, 100-Stream Scaling & Dynamic Quotas
High-throughput engineering playbook for Google’s "Refactor code for concurrent requests" and "Quotas and limits" documentation: why custombatch was retired, overcoming the 100 concurrent HTTP/2 streams limit per gRPC channel via Channel Pools (60,000 updates/min -> poolSize = 30 at 50% target utilization), production async patterns in Java, Node.js, Python, PHP & HTTP multipart/mixed, and managing automatic 2x daily offer quotas.
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Google Merchant Center 开发者文档组 · evaoo 跨境电商与商品流工程实验室编译Google Merchant API & Shopping
![[Special Report] Google Official Guide to Ads in AI-Powered Search Experiences (#18826097): AI Overviews, AI Mode, Gemini Explainers & 12-Market Playbook](/assets/covers/news-gads-ai-search-experiences-ads.jpg?v=20261111_v1)
Deep Report
2026-11-11
[Special Report] Google Official Guide to Ads in AI-Powered Search Experiences (#18826097): AI Overviews, AI Mode, Gemini Explainers & 12-Market Playbook
Complete breakdown of Google Ads Official Help Guide #18826097 ("About ads in AI-powered experiences in Google Search"): how ads serve inside and alongside AI Overviews and AI Mode, co-serving rules (Above + Within allowed; Within + Immediately Below excluded), Contextual vs. Direct Query Matching (why Exact/Phrase match miss exploratory queries), Gemini-generated AI Explainers, the 12 English-language eligible countries (including Indonesia & Pakistan restrictions), and the 4 official optimization pillars.
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Google Ads 官方政策研究组 · evaoo 商业数据架构实验室编译Google Ads

Deep Report
2026-11-11
Meta Ads Advantage+ Audience Playbook: 7.2% Lower Funnel CPA Improvement, Hard Controls vs. AI Suggestions & 4-Step Setup SOP
Solve audience saturation and high testing costs across peak promos and daily scaling: how Meta Advantage+ Audience combines first-party customer signals with AI expansion to deliver a 7.2% median CPA improvement in lower-funnel campaigns (backed by a meta-analysis of 469 global A/B tests), plus the exact 1-required + 3-optional setup workflow.
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Meta 广告科学报告 · evaoo 出海增长与投放实验室编译Meta / Facebook Ads
![[Special Report] OpenAI Launches Businesses in ChatGPT: Business Hub, Native Shopify Catalog Sync, AI Search Discovery Topics & Business Agents Playbook](/assets/covers/news-openai-businesses-in-chatgpt.jpg?v=20261111_v1)
Deep Report
2026-11-11
[Special Report] OpenAI Launches Businesses in ChatGPT: Business Hub, Native Shopify Catalog Sync, AI Search Discovery Topics & Business Agents Playbook
Deep-dive strategic & engineering breakdown of OpenAI’s landmark "Businesses in ChatGPT" launch connecting brands to 1.2 billion weekly ChatGPT users: claiming & Persona verification in the Business Hub, native 3-step Shopify Catalog (Sales channels > Agentic) inventory & pricing sync, rolling 28-day AI Search insights (why Online Mentions require URL citations + Discovery Topics), and customer-facing Business Agents for organic & ChatGPT Ads journeys.
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OpenAI 商业生态研究组 · evaoo 跨境电商与 GEO 实验室编译Shopify & Agentic Commerce
![[Special Report] Google Ads Product Reporting June 15, 2026 Expansion: Decoding the One-Time Metric Surge & Dual-Filter Audit Playbook](/assets/covers/news-gads-june15-product-report-expansion-v3.jpg?v=20261110_v3)
Deep Report
2026-11-10
[Special Report] Google Ads Product Reporting June 15, 2026 Expansion: Decoding the One-Time Metric Surge & Dual-Filter Audit Playbook
Comprehensive technical breakdown of Google Ads Official Notice #17035334: Starting June 15, 2026, product reports transition to include data from all networks (Search, Search Partners, YouTube, Gmail, Discover, Display) and all feed-enabled campaign types (Shopping, Performance Max, Demand Gen, Video, App). Learn why accounts experience a one-time increase in impressions and clicks, how to isolate organic growth using the Network and Campaign type filters, and why Product Report totals diverge from Campaign Report totals.
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Google Ads 官方政策研究组 · evaoo 商业数据架构实验室编译Google Ads

Deep Report
2026-11-10
Google Ads 8 Product Metrics & Cart Data Attribution Guide (2026): Product Clicks, Non-Product Clicks & CwCD Gross Profit
In-depth synthesis of Google Ads official documentation #17035334, #17034525 (Product clicks), #17034622 (Non-product clicks), and #9028254 (Conversions with Cart Data). Master the exact attribution rules for multi-product ads, implement cart-level items[] tracking, upload cost_of_goods_sold [cogs] in GMC, and unlock Cross-Sell and Gross Profit reporting in Report Editor.
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Google Ads 官方政策研究组 · evaoo 商业数据架构实验室编译Google Ads

Deep Report
2026-11-10
Google Ads Product Diagnostics & Overlap Troubleshooting Manual (2026): 19 Disapproval/Limited Root Causes & Fix SOPs
Complete operational manual based on Google Ads official documentation #12097493 (About Product diagnostics) and #17035334. Understand why Account-level diagnostics only evaluate Shopping and PMax while Campaign-level diagnostics cover Video, App, and Demand Gen; resolve all 19 Not eligible and Eligible (limited) issues; and eliminate cross-campaign product overlap.
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Google Ads 官方政策研究组 · evaoo 商业数据架构实验室编译Google Ads

Deep Report
2026-11-06
Google Tag & GTM Unification Update (2026): Direct Reporting, Container Access Control & Visual Tagging SOP
In-depth breakdown of Google official updates (#17079602, #17070049, #16659369, #17096871): unifying all Google Tags into full GTM containers, eliminating redundant gtag.js loads, replacing default gtag config with gtm.init triggers, and launching no-code Tag Assistant visual conversion tracking.
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Google Tag Manager 官方文档架构组 · evaoo 商业数据架构实验室编译Tracking & Attribution

Playbook
2026-11-04
Google Official Data Strength Best Practices: First-Party Data, Tag Gateway & AI Max Playbook
Complete breakdown of Google #16517525: 4 foundational steps, 11 ROI benchmarks, Google Tag Gateway (+14% conversions), and AI Max synergy.
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Evaoo Growth LabOfficial Benchmark

Deep Report
2026-11-02
Google & YouTube Official Creator Marketing Playbook (Part 2: Boost) — 99% Incremental Reach, Rule of 4 & Wayfair 8x ROAS
Part 2 of the Google & YouTube Creator Marketing Playbook: scaling creator content with Brand Partner Access (BPA) for >99% net-new audience reach, applying Kantar’s Rule of 4 (2 brand + 2 creator assets), and analyzing Wayfair’s 8x ROAS case study.
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Google & YouTube 商业化团队 · evaoo 出海战略研究中心编译TikTok Ads & Shop

Deep Report
2026-11-02
Google & YouTube Official Creator Marketing Playbook (Part 1: Build) — 13x Brand Search Lift & 1:3:6 Creator Pyramid
Complete breakdown of the Google and YouTube Build and Boost Creator Marketing Playbook (Part 1): how organic creator videos drive a 13x lift in brand search and 5x conversions via the 1:3:6 pyramid.
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Google & YouTube 商业化团队 · evaoo 出海战略研究中心编译Creator & Social

Playbook
2026-11-02
The Founder's 2026 GEO Playbook: Winning Brand Citations in ChatGPT & Perplexity
Executive blueprint for LLM RAG retrieval mechanics, Query Fan-out coverage, and winning authoritative brand citations.
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Evaoo Growth LabGEO Flagship

Playbook
2026-11-01
UTM Best Practices & GA4 Attribution Naming Standard (2026)
The definitive UTM engineering standard: 8 GA4 parameters, Default Channel Grouping regex table, dynamic ad macros, and debugging SOPs.
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Evaoo Growth LabEngineering Standard

Playbook
2026-10-31
How to Engineer Your First Highly-Cited Commercial Article for LLMs
Step-by-step template covering answer-first summaries, structured comparison tables, and entity disambiguation.
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Evaoo Growth LabActionable SOP

Playbook
2026-10-30
2026 Global Retail Peaks & TikTok Seasonal Campaign Calendar
Plan creator seeding lead times and seasonal Spark Ads ramp-ups 45 days ahead of US, UK, EU, and SEA shopping peaks.
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Evaoo Growth LabSeasonal Pacing

Playbook
2026-10-29
Programmatic DSP (TTD, Taboola, Outbrain, Amazon DSP) & Unit Economics Lexicon
Complete breakdown of RTB supply chains (DSP/SSP), CTV targeting, Native advertorial funnels, Blended MER, nCAC, and CM1–CM3 contribution margins.
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Evaoo Growth LabProgrammatic Matrix

Playbook
2026-10-28
Google & YouTube Ads Product Matrix & Bidding Lexicon
Structured reference for Search, PMax, Demand Gen, YouTube VVC/VRC auction mechanics, Smart Bidding thresholds, and impression share metrics.
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Evaoo Growth LabChannel Lexicon

Playbook
2026-10-28
Meta Ads Algorithm, ASC & Creative Metrics Glossary
Deep dive into ASC existing customer caps, CAPI Event Match Quality, Thumbstop/Hold rates, and 7-day click / 1-day view attribution windows.
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Evaoo Growth LabMeta Lexicon

Playbook
2026-10-26
Data-Driven Publisher Outreach: Unifying SEO Link Building & Affiliate PR
Reverse-engineer high-converting “Best of 2026” publisher listicles and secure top placements using hybrid Affiliate PR incentives.
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Evaoo Growth LabAffiliate PR

Playbook
2026-10-25
Cognitive Biases Handbook for High-Converting Native Advertorials
Apply Anchoring, Authority Bias, Loss Aversion, and Social Proof to turn cold Open Web readers into high-AOV customers.
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Evaoo Growth LabCRO Psychology

Playbook
2026-10-20
Galaxy DTC Paid Social & Full-Funnel Scaling Interactive Courseware
Interactive playbook covering DTC product testing SOPs, consolidated Meta account structures, Break-Even ROAS math, and BFCM scaling.
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Evaoo Growth LabInteractive Playbook

Playbook
2026-10-18
Bilingual Brand Social & Creator Brief Style Guide
Typography and bilingual copywriting standards that eliminate awkward machine-translated friction across brand communications.
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Evaoo Growth LabBrand Style

Deep Report
2026-10-12
Meta Commercial Terms & Self-Serve Ad Terms Overhaul (2026): AI Creative Compliance & Cross-Border Advertiser Guide
Comprehensive legal and operational analysis of Meta’s October 2026 Commercial Terms update: merging Product Catalog Terms and Generative AI Ad Creative Terms, AI training crawl permissions, intellectual property indemnification, and compliance SOPs for DTC advertisers.
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Meta 商业化合规与广告架构组 · evaoo 出海战略研究中心Meta Ads

Deep Report
2026-09-28
Shopify Session Measurement Overhaul (2026): 30-Minute Rolling Windows, Bot Filtering & Conversion Rate Impact
Full technical breakdown of Shopify Analytics’ September 2026 session measurement update: replacing UTC midnight resets with 30-minute inactivity windows, direct-to-checkout session backfilling, automated bot filtering, and diagnosing conversion rate shifts.
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Shopify Analytics 战略研究组 · evaoo 商业数据架构实验室Tracking & Attribution

Deep Report
2026-09-21
Google Official Whitepaper: Retail Marketer’s Guide to the 2026 AI Holiday Shopping Season & Commerce 4 Architecture
Deconstructing Google & YouTube’s 19-page holiday retail whitepaper: 2.5B AI Overviews users, 4 behavioral shifts, Shopping Graph, Data Strength, AI Max campaign orchestration, Agentic UCP protocol, and growth case studies from Wayfair and Etsy.
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Google & YouTube 零售营销团队 · evaoo 出海战略研究中心编译Google Ads

Deep Report
2026-09-21
Think with Google & Ipsos Study: 4 AI Holiday Shopping Decision Shifts & Search ROI Playbook
Insights from Google and Ipsos surveying 60,000+ shoppers across 24 countries: how AI expands touchpoints from 4.2 to 12.1, why 99% of AI researchers return to Google Search to validate purchases, and how Search intent capture drives 74% higher media ROI.
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Saba Afreen(Google Ads 全球消费者洞察负责人) · evaoo 编译整理Google Ads

Deep Report
2026-09-17
0-to-1 Reddit Product Research SOP: Uncovering Real Overseas Buyer Pain Points in 10 Minutes
Actionable Reddit market research SOP for cross-border DTC brands and indie hackers: bypass astroturfed Amazon reviews using high-signal search operators and AI extraction prompts to discover validated willingness-to-pay product opportunities.
左
左海 (TikTok Ads & Shop

Deep Report
2026-09-15
Vibe Marketing & How to Become a Marketing Engineer: End-to-End Autonomous Growth Systems
Full breakdown of the Marketing Engineer competency model: agent workspace directory conventions, blending internal knowledge bases with live social sentiment, marketing data layers, /goal autonomous loops, and automated campaign execution.
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Shann³AI Ads & Commerce

Deep Report
2026-08-17
8 Battle-Tested WorkBuddy AI Prompts to Automate Cross-Border E-Commerce Operations
Save hours of manual spreadsheet reconciliation with 8 production-verified WorkBuddy prompts covering SKU mapping, after-sales ticket triage, anomaly alerts, SEO listing titles, competitor tracking, review mining, and ROAS diagnostics.
宋
宋宋TikTok Ads & Shop

Deep Report
2026-08-16
How to Design a Viral Personal IP Character with AI: 5-Round Workflow & Visual Asset System
Step-by-step IP character design playbook: moving from raw persona concepts to character turnarounds, sticker packs, desktop pets, and 6-dimension visual style rules with a 7-point pre-launch audit checklist.
小
小晚不在Creator & Social

Deep Report
2026-07-28
Marketing Performance Evaluation Handbook: Unified MMM, Multi-Touch Attribution & Incrementality Testing
Analysis of Ekimetrics’ 28-page executive whitepaper on triangulating Marketing Mix Modeling (MMM), Multi-Touch Attribution (MTA), and geo-lift incrementality experiments to optimize cross-channel budget allocation.
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Ekimetrics 数据科学团队Meta Ads

Deep Report
2026-07-05
Building a Reusable Competitor Traffic Teardown System: Unmasking Direct Traffic Illusions
Stop taking SimilarWeb Direct and Organic traffic spikes at face value. Learn the 4-step forensic framework for tracing upstream referral dark social, affiliate redirects, and paid acquisition funnels.
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Will Hu 🐯Programmatic DSP

Deep Report
2026-06-27
Why Your Ad Metrics Never Match: Navigating the Three Referees of Cross-Border Attribution
Demystifying cross-channel attribution discrepancies across Web, App, MMPs (Adjust/AppsFlyer), SKAdNetwork, and ad platforms (Google, Meta, TikTok) with practical configuration blueprints across 12 acquisition channels.
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果子Meta Ads

Deep Report
2026-02-01
Unlocking Agentic Commerce for Shopify & DTC Brands with Universal Commerce Protocol (UCP)
Deep dive into Universal Commerce Protocol (UCP), AI shopping agents, structured catalog feeds, and how Shopify merchants can prepare their storefronts for autonomous AI discovery and checkout.
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Shopify & Google / 编辑团队AI Ads & Commerce