Edwin Choi

What Is Meta Lattice? How Meta's Unified AI Ad Model Changes Targeting in 2026

Meta Lattice explained: the unified AI model that ranks your ads, how it differs from Andromeda and GEM, and what DTC brands should change in 2026.

Facebook Algorithm Changes in 2026: What DTC and Ecommerce Advertisers Need to Know

How the 2026 Facebook algorithm changes (Andromeda, Lattice, Advantage+) reshaped ad delivery, ROAS, and targeting for DTC and ecommerce brands.

Organic Facebook and Instagram Content Strategy for DTC Brands in 2026

Organic reach is tiny in 2026, so your content must earn distribution. See the format mix, cadence, and paid-signal loop that grows a DTC audience.

Creative Is the Targeting Now. Here Is How We Test It.

How we structure creative testing on Meta: angle coverage, sandbox campaigns, staged evaluation, and when a test winner earns scale.

Meta Ads Campaign Structure in 2026: ABO vs CBO and Budget Architecture for DTC Brands

ABO vs CBO in 2026: test with ad set budgets, scale with Advantage+ campaign budget. The Meta campaign structure we run for DTC brands.

Ecommerce Google Ads Benchmarks 2026: ROAS, CPC, CTR, and CPA by Industry

2026 ecommerce Google Ads benchmarks for ROAS, CPC, CTR, and CPA, plus how to read them by margin, mix, and season instead of chasing averages.

Creative Performance Metrics for DTC Video Ads: Hold Rate, Thumbstop, and Thruplay Benchmarks (2026)

Hook rate, hold rate, and ThruPlay benchmarks for DTC video ads in 2026, plus how to read them so creative diagnostics fix CPA instead of guessing.

Shopper Marketing Planning and Budgeting for CPG Brands: Tools, Tactics, and Measurement (2026)

How CPG brands plan, budget, and measure shopper marketing in 2026: tools, budget splits, and ROI methods that tie spend to incremental sales.

Attention Metrics in Media Planning: How DTC and CPG Brands Allocate Omnichannel Budgets in 2026

How DTC and CPG brands use attention metrics to allocate omnichannel media budgets in 2026, and why attention beats viewability in planning.

Why We Stopped Using Lookalike Audiences, and What Replaced Them.

How Meta's Andromeda update made lookalike audiences counterproductive, and what open audience structure replaced them across our accounts.

Cross-Media Advertising for CPG and Food Brands: Integrating TV, Print, and Digital in 2026

How CPG and food brands integrate TV, print, radio, and digital in 2026, and how to measure cross-media incrementality instead of siloed ROAS.

12 Rules From Scaling $200M in Ad-Driven Revenue.

Twelve operating rules for profitable paid growth, built from managing $200M in ad-driven revenue across DTC and CPG brands. Method, not metrics.

Meta Advertising for Food and Beverage Brands: Why It Works and How to Run It in 2026

Why Meta advertising works for food and beverage brands, and how to run it: catalog and CAPI setup, campaign structure, and appetite-driven creative.

How to See Whether AI Recommends Your Brand: a Real Audit

A step-by-step AI visibility audit any founder can run in two hours. Test ChatGPT, Perplexity, Gemini, and Google AI Mode. Find where your brand stands.

Remarketing Strategy for DTC Ecommerce: Multi-Platform Retargeting That Converts Browsers to Buyers

Cross-platform remarketing for DTC brands: Meta + Google audience sequencing, iOS14-safe audiences, and creative that converts browsers to buyers.

Google Shopping Ads for DTC and CPG Brands: Merchant Center, Feed Optimization, and Scaling in 2026

How DTC and CPG brands optimize Google Shopping in 2026: feed quality, product titles, margin segmentation, and when to layer Performance Max.

The Brand Getting Cited in AI Is Not the One Ranking #1 on Google.

The brand ranking #1 on Google is often not the one AI recommends. Here's why AI citations and organic search follow different logic, with real data.

Facebook and Instagram Reels for Brands in 2026: How the Andromeda Algorithm Distributes Your Content

How Meta's Reels algorithm distributes brand content in 2026: staged rollout, watch-time signals, cross-posting penalties, and audio strategy for DTC brands.

UGC Ads for Meta in 2026: How DTC Brands Create, Test, and Scale User-Generated Content

How DTC brands create, test, and scale UGC ads on Meta in 2026: creator sourcing, brief writing, testing budgets, and Advantage+ integration.

How to Write High-Converting Google Search Ads: Ad Copy Playbook for DTC and Ecommerce Brands

Build a headline bank that improves Quality Score and lowers CPC. RSA structure, pinning strategy, and copy testing for DTC and ecommerce brands.

Google Ads Audience Targeting for DTC Ecommerce: Demographics, Household Income, and Custom Segments

How DTC ecommerce brands use Google Ads audience targeting: HHI tiers, custom segments, Customer Match, and Observation vs Targeting mode.

Short-Form Video Ads for DTC Brands: TikTok, Reels, and Shorts Strategy That Drives Revenue in 2026

TikTok, Reels, and YouTube Shorts ad strategy for DTC brands. Real benchmarks, creative framework, and budget allocation that drives revenue in 2026.

How Meta's 2026 Algorithm Uses Comments, DMs, and Engagement Signals: What DTC Brands Need to Know

How Meta's Andromeda algorithm weights DMs, comments, and watch time in 2026 - and what it means for DTC brands running paid ads.

A 4x ROAS Can Still Lose You Money. Here Is the Math.

Platform ROAS ignores gross margin, variable costs, and attribution overlap. Here is the arithmetic showing when a 4x ROAS produces a negative contribution margin.

AI vs. Human Marketers: Who Wins the Future of Marketing?

AI vs human marketers in 2026: what to automate, what to keep human, and how to blend both without losing the brand trust that visible AI content erodes.

Master Online Marketing Channels for Food & Beverage

The 2026 guide to online marketing channels for food and beverage brands: DTC site, email, social, search, marketplaces, and creators, and where to start.

Meta Social Commerce for CPG and Food Brands: Shoppable Ads That Drive Purchase Intent

Meta social commerce for CPG brands means Meta Shops for DTC and Collaborative Ads for retail. Here is how each works and what catalog setup drives purchase intent.

In-House Marketing vs Agency: Choose Your Marketing Career

In-house marketing vs agency vs freelance: the honest pros, cons, pay, and lifestyle trade-offs of each path, so you can pick the marketing career that fits you.

Meta Ads Attribution Settings in 2026: Windows, Best Practices, and What DTC Brands Get Wrong

Meta's default attribution is 7-day click + 1-day view. Learn what that means for ROAS, how to set up CAPI correctly, and the mistakes DTC brands make.

User-Generated Content Challenges in 2026: How Brands Overcome Them

The biggest UGC challenges in 2026, from quality control and legal compliance to negative content and ROI, plus the playbook brands use to solve each one.

Omnichannel Marketing Strategy for DTC and Ecommerce Brands in 2026: Paid, Owned, and Earned

How DTC brands connect paid, owned, and earned channels into a compounding system. Budget allocation, sequencing, and attribution for 2026.

Meta Advantage+ Shopping Campaigns for Ecommerce and CPG Brands: The 2026 Guide

How Meta Advantage+ Shopping campaigns (ASC) work in 2026, whether they beat manual, and how ecommerce and CPG brands should cap, feed, and measure them.

How to Choose a Digital Marketing Agency for Your Ecommerce Brand in 2026 (Without Getting Burned)

A practical vetting framework for DTC brands covering the right questions to ask, agency red flags, and contract structures before signing.

How to Forecast Ecommerce Revenue and Profit (Free Template)

A step-by-step tutorial for building an ecommerce demand model. Fill out the free template cell by cell, back into your ad budget, and plan three scenarios.

Retail Media Advertising for CPG Brands: How to Run Walmart Connect, Target Roundel, and Amazon Ads

How CPG brands run Walmart Connect, Target Roundel, and Amazon Advertising: setup, budgets, and measurement that tracks velocity.

Best Email Marketing Agencies for Ecommerce and DTC Brands (2026)

The best email marketing agencies for DTC and ecommerce brands in 2026, vetted on Klaviyo depth, retention-first approach, and paid media integration.

CPG Ad Buying Guide 2026: How to Buy Ads for CPG and Food & Beverage Brands

How to buy ads for CPG and food & beverage brands in 2026: Meta, TikTok, and retail media budgets, real benchmarks, and the attribution most brands get wrong.

Google Ads for Ecommerce: The Complete 2026 Scaling Guide

The 2026 playbook for scaling Google Ads: campaign tiering, PMax vs Search budget reallocation, bidding, and the structure that beats a 3.68x ROAS.

What Does a CRO Agency Do? When DTC Brands Should Hire One (and When Not To)

What does a CRO agency do for DTC brands and when should you hire one? The real answer, with benchmarks and a hiring framework.

User-Generated Content in 2026: Trends, Challenges, and How Brands Win

User-generated content is the most trusted content in 2026. The UGC trends, the real challenges, and how brands turn customer content into sales.

Best Retail Media Networks for CPG Brands in 2026: Amazon, Walmart, Target, and Beyond

Top retail media networks for CPG brands in 2026: Amazon, Walmart Connect, Target Roundel, and Instacart Ads compared by data quality and ROI.

Shopper Marketing Tactics for 2026: How to Turn Shoppers Into Buyers

The shopper marketing tactics that turn browsers into buyers in 2026: shopper vs customer, retail media networks, and where to spend for repeat purchases.

Master Offline Marketing Channels for Food & Beverage

Offline marketing still moves product for food and beverage brands in 2026. In-store sampling, retail, TV, radio, direct mail, and how to measure each.

Marketing Agency vs In-House Team: Which Is Right for Your DTC Brand in 2026?

Agency or in-house team for your DTC brand? We break down the strategic decision by revenue stage, channel mix, and where each model wins in 2026.

TikTok Ads for CPG Brands: The 2026 Guide

How CPG and food and beverage brands should run TikTok ads in 2026. Campaign structure, Spark Ads, TikTok Shop, attribution, and benchmarks from Triple Whale data.

Google Ads Performance Max Strategy for Ecommerce Brands in 2026

How ecommerce brands should structure Google Ads Performance Max in 2026: hybrid strategy with Standard Shopping, feed optimization, budget reallocation.

Does Replying to Spam Comments on Meta Ads Hurt Performance? The 2026 Answer

Replying to spam comments on Meta ads signals to bots that your account is active. Here's how to protect your creative quality score in 2026.

What Is Search Everywhere Optimization? The 2026 Guide for DTC and Ecommerce Brands

What search everywhere optimization means for DTC brands: which platforms matter, how to optimize each one, and where to start first.

Shopper Marketing Agency for CPG Brands: In-Store and Digital Activations That Drive Sales

How CPG brands work with a shopper marketing agency in 2026. Digital, in-store, and retail media activations that drive velocity at retail.

Hybrid Marketing Channels for Food and Beverage Brands: The 2026 Guide

How food and beverage brands blend digital and physical marketing in 2026 -- AR, location-based targeting, gamification, and in-store digital activations.

Meta Ads Algorithm Changes 2024-2026: What Every Marketing Leader Needs to Know

How Meta's algorithm changed from 2024 to Andromeda 2026, the spam comments performance issue, and how to restructure your campaigns for today's delivery model.

Complete UTM Link Tracking and Marketing Attribution Guide 2026

How to set up UTM parameters in GA4, configure custom ROAS threshold alerts, and build accurate attribution across channels in 2026. Tool comparison and setup steps included.

Best Agencies for Incremental Sales Lift via Omnichannel (2026)

How to find agencies that deliver real incremental sales lift across omnichannel campaigns. Evaluation criteria and agency comparison for 2026.

How to Scale Google Ads and Microsoft Ads for Ecommerce: The 2026 Playbook

Scale Google and Microsoft Ads for ecommerce: Performance Max, Smart Bidding, audience strategy, and cross-platform tactics for 2026.

Is Your Agency Andromeda-Ready? A 2026 Meta Self-Audit for CPG Brands

Is your Meta agency still on a 2019 playbook? Grade it in ten minutes with this six-point Meta Andromeda readiness self-audit built for CPG brands.

In-House vs. Agency Marketing in 2026: How to Make the Right Call

Agency or in-house? Most DTC brands under $10M get better results with an agency. Here is the 2026 cost breakdown and how to decide.

The Sheridan Baker Thesis Machine: A Framework for Stronger Arguments (2026)

The Sheridan Baker Thesis Machine builds arguments in 4 steps: topic, issue, position, rationale. How it works, its limits, and how marketers use it for copy.

The 5-Step Retail Marketing Guide Every CPG Brand Needs in 2026

A practical 5-step retail marketing framework for CPG brands: funnel-stage content, competitor analysis, Instacart advertising, and data-driven paid media campaigns that drive measurable sales lift.

How to Build Backlinks in 2026: The Complete SEO Guide

The updated guide to building backlinks in 2026. Guest posting, broken link building, digital PR, and how backlink strategy now connects to AI search visibility.

Meta Algorithm Changes 2026: What Andromeda Did and How to Adapt Your Ads

Project Andromeda replaced audience targeting with creative targeting. The playbook: no lookalikes, ASC primary, fix signal quality, manage spam comments.

Search Everywhere Optimization: What It Is and How to Win in 2026

Search Everywhere Optimization agency playbook. Why traditional SEO alone is losing ground and how to win across AI, voice, TikTok, and Amazon in 2026.

Gmail Ads in 2026: How to Reach Gmail Users with Demand Gen and Performance Max

Gmail Ads ended in July 2021. Here's how to reach Gmail users in 2026 using Demand Gen, Performance Max, and smart audience targeting. 20 Q&As answered.

Stop Losing Customers: The Shopper Marketing Playbook for CPG Brands (2026)

How CPG brands win at retail in 2026. Retail media networks, in-store tactics, 90-day CAC framework, and budget allocation for every stage.

Omnichannel Marketing Strategy on a Small Budget (2026 Guide)

Run an omnichannel marketing strategy without the enterprise budget. Learn which channels to prioritize, how to stay consistent across touchpoints, and how to measure what works.

In-House vs Agency for DTC Paid Media: The 2026 Cost Breakdown

Real cost breakdown: in-house paid media hiring vs agency retainer for DTC brands in 2026, by revenue stage, with salary data and tool costs.

How Much Does a Marketing Agency Cost in 2026?

Real price ranges for marketing agency retainers in 2026, by service type, with pricing models and fee-to-spend ratios.

Which Agency Is Best for Scaling a DTC Ecommerce Brand?

Best DTC ecommerce growth agencies in 2026, ranked by paid media depth, CRO, and AI visibility, with an agency comparison table.

Best CPG and Food & Beverage Marketing Agencies (2026)

The best CPG and food & beverage marketing agencies in 2026, ranked by specialty: paid media, shopper marketing, retail velocity, and DTC growth.

Klaviyo vs Mailchimp vs HubSpot for CPG Brands: Which Email Platform Wins in 2026?

Klaviyo vs Mailchimp vs HubSpot for CPG brands: pricing tables, feature comparison, and which platform to pick at each revenue stage. 2026 guide.

How to Optimize Short-Form Video Content in 2026: Platform Specs, Hooks, and Algorithm Notes

Short-form video optimization for 2026: specs, hooks, captions, hashtags, and how to turn short-form into the creative engine that feeds your DTC paid social.

AppLovin Ads: The Tactical Guide for D2C Brands (Axon Ads Manager, 2026)

The most tactical AppLovin guide on the internet. Creative system, data architecture, scaling, and the attribution reality nobody talks about. Built for D2C operators in 2026.

How to Create Meta Lookalike Audiences in 2026 (And When to Use Them)

Our hands-on guide to creating Meta lookalike audiences in 2026: best source audiences, percentage guide, and when they still outperform Advantage+ Shopping.

The Top 8 Facebook Retargeting Mistakes and How to Fix Them in 2026

These 8 Meta retargeting mistakes silently drain your ad budget. From spam comment management to audience segmentation, here's exactly how to fix each one.

How Food & Beverage Brands Should Use Facebook Retargeting in 2026

Why Facebook and Instagram advertising works for food and beverage brands: retargeting audiences, dynamic ads, Andromeda creative, and 2026 budget benchmarks.

PPC Management for Ecommerce: The 2026 Agency Playbook

Expert PPC management guide for ecommerce brands in 2026. Covers PMAX optimization, value-based bidding, account structure, and real benchmarks from managing 30+ accounts.

Google Ads vs. Microsoft Ads for Ecommerce: The 2026 Strategy Guide

How DTC ecommerce brands should run Google and Microsoft Ads together in 2026 — benchmarks, PMAX strategy, budget allocation, and attribution setup.

How to Use Google Analytics 4 for Ecommerce: The Complete 2026 Guide

How to set up GA4 for ecommerce, use the 5 reports that drive revenue decisions, and avoid the attribution mistakes most DTC brands make. Updated 2026.

Meta Retargeting for Ecommerce: The Complete 2026 Strategy Guide

The definitive 2026 guide to Meta retargeting for ecommerce. Covers Andromeda changes, ASC vs manual retargeting, CAPI setup, and creative strategy from an agency managing millions in Meta spend.

How to Build Backlinks for Ecommerce in 2026: The DTC Brand Playbook

The complete guide to link building for ecommerce brands — 6 strategies, cost benchmarks, timeline expectations, and ROI measurement for DTC brands.

Small Business Marketing Services: The Complete 2026 Guide to Costs, Channels, and ROI

What small business marketing services cost in 2026, which channels deliver ROI fastest, and how to pick an agency that actually performs. Real numbers.

How to Set Up UTM Link Tracking: The Complete 2026 Guide for Digital Marketers

The complete 2026 guide to UTM link tracking — 5 parameters explained, naming conventions, platform strategy, GA4 vs Shopify, and a 12-point audit checklist.

Omnichannel Marketing on a Budget: What It Costs and How to Make It Work in 2026

What does omnichannel advertising actually cost? Full breakdown: $1K-$6K/month, free tools, channel mix, and budget allocation guide for small brands.

How to Write Ecommerce Copy That Converts: The Complete 2026 Guide

Learn the 7 principles of high-converting ecommerce copy, how to A/B test it, and which AI tools actually help. Practical 2026 guide for DTC brands.

Food & Beverage Ecommerce Strategy: The Complete 2026 Guide for DTC Brands

The 2026 guide to food and beverage ecommerce: paid media playbook, unit economics, channel mix strategy, and trends reshaping DTC food brands.

How to Write Google Ads Copy That Actually Converts (2026 Guide)

Learn how to write Google Ads copy that actually converts in 2026. RSA strategy, character limits, the Ad Strength myth, and what competitors miss.

AI vs. Human Marketers: Who Actually Wins in 2026?

Will AI replace marketers in 2026? Where AI tools beat humans, where they fall short, and how the best DTC teams combine both to win.

CPG Retail Marketing Strategy: The Complete 2026 Playbook

Retail media, store-level geo-targeting, and why velocity beats ROAS for CPG in 2026. The matched-market testing playbook from the accounts we manage.

Omnichannel Marketing Strategy for DTC Brands: The 2026 Playbook

The 2026 omnichannel playbook for DTC brands: which channels to run, how to sequence them, and how to measure ROI across paid, email, retail, and search.

In-House vs Agency Marketing: The 2026 Decision Guide for DTC Brands

Should a DTC brand run paid media in-house or hire an agency? The 2026 decision guide: real cost, the six roles you actually need, and when each wins.

Ecommerce Marketing Strategy: The Complete 2026 Guide

The complete 2026 ecommerce marketing strategy: the 5-channel stack, the 70/20/10 budget rule, retention vs acquisition, and honest attribution.

YouTube Ads Guide 2026: How to Advertise on YouTube and Get Real Results

How to run YouTube ads in 2026: ad formats, $5-$10 CPM benchmarks, Demand Gen, Shorts, and the Funnel Stack Method we use to drive DTC conversions.

How to Increase E-Commerce Conversions: The Complete CRO Guide (2026)

Meta Ads Attribution Settings 2026: The Complete Guide

The default window, 1-day vs 7-day click, and what Meta removed on January 12, 2026. Plus the 30-day test we run against Shopify before locking a window.

How to Find Low-Competition Keywords for High-Quality SEO Traffic

This guide has moved to our current 2026 guide on finding low-competition keywords.

Get Your Brand Cited by AI Search (2026)

How to get your brand cited by AI search in 2026: the content structure and signals ChatGPT, Perplexity, and Google AI Overviews actually pull from.

Set Up Bing Webmaster Tools in 5 Steps (2026)

This guide has moved to our complete 2026 Bing Webmaster Tools setup guide.

Better-for-You CPG Ecommerce: Benchmarks, Mistakes, and a Framework

Ecommerce benchmarks for better-for-you CPG brands: conversion, AOV, and retention norms, the common mistakes, and a framework to grow DTC profitably.

How Health & Wellness Brands Can Navigate Meta's 2026 Ad Restrictions

How health and wellness brands navigate Meta's 2026 ad restrictions: what's flagged, compliant creative and claims, and how to keep campaigns running.

Boost Your Business with Expert PPC Management Strategies

Discover expert PPC management strategies to optimize your ad campaigns, maximize your return on investment, and drive measurable business growth.

Small Business Marketing Services That Deliver Instant ROI

Discover the best small business marketing services for startups that deliver an instant ROI so you can grow your company without wasting your budget.

How to Kick-start Conversion Rate Optimization for E-commerce: A Beginner's Guide - Part 2

Craft compelling copy that boosts your e-commerce sales using proven conversion rate optimization strategies to target your audience's pain points

How to Kick-start Conversion Rate Optimization for E-commerce: A Beginner's Guide - Part 1

Master Conversion Rate Optimization (CRO) for e-commerce, increase online sales and drive growth with our step-by-step beginner’s guide!

Top 10 Holiday Media Buying Tactics Smart Advertisers Use (2025 Guide)

Master holiday media buying strategies with our top 10 tips for impactful campaigns. Learn advanced tactics for a successful festive season.

Seven Essential Google Sheets/Microsoft Excel Formulas for Direct to Consumer companies

Learn the essential Excel and Google Sheets formulas every D2C company needs for effective data analysis.

Mastering E-commerce Promotions with Google Analytics 4 data: The Ultimate Guide for Digital Marketers

Explore the ultimate guide for digital marketers to boost e-commerce promotions with actionable insights from Google Analytics 4 data

What the Coronavirus (Covid-19) Means for Businesses: Digital Marketing Trends and Tips for Sales Growth

Explore how businesses can navigate the challenges presented by the coronavirus, focusing on resilience and strategic adaptation.

Top 7 Free Chrome Extensions for Digital Marketers

Find out how Chrome's top extensions can transform your digital marketing approach with advanced tools for digital marketing

7 Things I Wish Someone Taught Me in My Introduction to Marketing: Marketing Fundamentals

Dive into the marketing basics every newcomer should know, from campaign optimization to customer engagement techniques

How to Advertise on YouTube with Our Complete Guide to YouTube Ads

Transform your YouTube advertising approach with proven strategies for engaging your target audience.

How to Prepare for a Digital Marketing Interview: Example Questions & Practical Tips

Ace your digital marketing interview with expert resume tips, commonly asked questions, and strategies to impress hiring managers. Get the job you want!

The World's Best Guide to Writing Google Ads (With Examples)

Elevate your Google Ads strategy with our proven tips for creating ads that significantly improve click-through and conversion rates