Optimize Your Store Conversions with AI Brand Agents, Analytics, Session Replays & Heatmaps Microsoft Clarity gives you a clear view of how shoppers browse, decide, and buy—revealing friction, drop‑offs, and missed opportunities across your store. Powered by Clarity behavioral signals, Brand Agents are AI shopping assistants that engage shoppers at the right moment and guide them from discovery to purchase in your brand’s voice, directly on your website—helping shoppers decide faster and convert with confidence. Microsoft Clarity gives you a clear view of how shoppers browse, decide, and buy—revealing friction, drop‑offs, and missed opportunities across your store. Powered by Clarity behavioral signals, Brand Agents are AI shopping assistants that engage shoppers at the right moment and guide them from discovery to purchase in your brand’s voice, directly on your website—helping shoppers decide faster and convert with confidence. more AI-Driven Insights: Detect behavior patterns and take action to improve revenue Replays & Heatmaps: Watch recordings of how visitors interact with your store Smart Events & Conversion Funnels: Identify drop-off points, recover lost sales Seamless & Secure: GDPR and CCPA compliant with built‑in consent and secure data Brand Agents: Guide shoppers to conversion with conversational insights
ROAS Shopify Apps
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View Best ROAS AppsSee What's Costing You Sales — Then Fix It with Session Replays, Heatmaps & AI Every abandoned cart has a reason — MIDA shows you exactly what it is. Watch real shopper journeys from first click to checkout with live recording, replays & filters, and see where they hesitate and drop off. A multilingual AI Assistant reads every session and tells you what to fix first. Revenue heatmaps reveal which clicks make money; conversion maps show what truly sells. Running ads? MIDA blocks bots and flags errors, dead searches & funnel drop-offs before they cost you sales. Every abandoned cart has a reason — MIDA shows you exactly what it is. Watch real shopper journeys from first click to checkout with live recording, replays & filters, and see where they hesitate and drop off. A multilingual AI Assistant reads every session and tells you what to fix first. Revenue heatmaps reveal which clicks make money; conversion maps show what truly sells. Running ads? MIDA blocks bots and flags errors, dead searches & funnel drop-offs before they cost you sales. more Session Recording: Watch sessions & checkout to spot where users drop off Dynamic Heatmaps: View live on-site, including hidden elements Revenue Clicks: See which elements make money & which waste space Search & Error Insights: See what blocks customers from buying & improving AI Assistant: Turn visitor behavior into actionable insights to improve revenue
Tell us the report you need. Our team builds it for you, free, and sends it to your inbox. Mipler is a store analytics & reporting app. Build custom reports from orders, products, inventory, line item properties, metafields and tags. Get inventory reports, tax reports, payout reports, refund reports, discount reports, VAT, COGS and profit reports in minutes. Report by delivery date, tag groups or subscription day counts. Send scheduled email reports as Excel or PDF reports to any inbox, no Shopify admin access needed. Export data to Google Sheets. Connect Claude or ChatGPT via MCP. Mipler is a store analytics & reporting app. Build custom reports from orders, products, inventory, line item properties, metafields and tags. Get inventory reports, tax reports, payout reports, refund reports, discount reports, VAT, COGS and profit reports in minutes. Report by delivery date, tag groups or subscription day counts. Send scheduled email reports as Excel or PDF reports to any inbox, no Shopify admin access needed. Export data to Google Sheets. Connect Claude or ChatGPT via MCP. more Custom reports & analytics dashboards from orders, products, tags & metafields Financial, accounting & fulfillment reports: COGS, tax, payouts, transactions Scheduled reports in Excel & PDF to any inbox. No Shopify admin needed Share order reports & product reports via secure links, no Shopify admin needed AI analytics powered by Claude. Ask questions about your store in your language
Make ads, launch them to Meta, Google and TikTok in one step, and fund the ones behind real orders. Molecule runs your ads as one loop, judged by your store's real orders. Make: swap a new product and its exact price into last week's banner, in every size Meta and Google ask for. Launch: send the ads to Meta, Google and TikTok in one step, building campaigns and ad sets as you go. Steer: every order is tied to the ad that earned it, counted once and net of refunds, and budget moves come to you with their reasons to approve. Fritz, the built-in AI assistant, answers questions about any number. Molecule runs your ads as one loop, judged by your store's real orders. Make: swap a new product and its exact price into last week's banner, in every size Meta and Google ask for. Launch: send the ads to Meta, Google and TikTok in one step, building campaigns and ad sets as you go. Steer: every order is tied to the ad that earned it, counted once and net of refunds, and budget moves come to you with their reasons to approve. Fritz, the built-in AI assistant, answers questions about any number. more Ad maker that keeps your real product and exact price in every ad size Launch the same ads to Meta, Google and TikTok in one step Attribution on real store orders, counted once and net of refunds Budget moves and stop-loss pauses based on real orders, each with its reason Ask Fritz, the built-in AI assistant, about any campaign, ad or number
【MOTENASU】はメールやLINE、SMS、郵送DMなど様々なチャネルでお客様への効果的なアプローチを実現。売上データ、行動履歴データなど様々なデータを統合管理・分析し、セグメント配信に活用します MOTENASUは、ECビジネスのためのCRM/MAシステム。 顧客のショッピング体験の向上と店舗運営の効率化のために、顧客の購買履歴と行動パターンを分析し、パーソナライズされたプロモーションを自動で提案することで、一人ひとりに合った製品やオファーを提示します。さらに、メールやLINEを含む複数のチャネルを通じたマーケティング活動の自動化により、セグメンテーションとターゲティングを最適化し、マーケティングの効果を大幅に高めます。 オムニチャネルマーケティングによって、顧客が好むプラットフォームで自然な形で店舗との関係を築けます。加えて、売上、顧客行動、キャンペーンの成果を一覧できるインサイトリッチなダッシュボードを提供し、データ駆動で意思決定を支援します。MOTENASUによるこれらの機能は、加盟店が顧客との関係を深め、効率的にビジネスを成長させる手助けとなります。 (このアプリは、ShopifyとMOTENSUの自動データ連携を実現するものです。MOTENASUのご利用については、別途MOTENASUのお申し込みが必要となります) MOTENASUは、ECビジネスのためのCRM/MAシステム。 顧客のショッピング体験の向上と店舗運営の効率化のために、顧客の購買履歴と行動パターンを分析し、パーソナライズされたプロモーションを自動で提案することで、一人ひとりに合った製品やオファーを提示します。さらに、メールやLINEを含む複数のチャネルを通じたマーケティング活動の自動化により、セグメンテーションとターゲティングを最適化し、マーケティングの効果を大幅に高めます。 オムニチャネルマーケティングによって、顧客が好むプラットフォームで自然な形で店舗との関係を築けます。加えて、売上、顧客行動、キャンペーンの成果を一覧できるインサイトリッチなダッシュボードを提供し、データ駆動で意思決定を支援します。MOTENASUによるこれらの機能は、加盟店が顧客との関係を深め、効率的にビジネスを成長させる手助けとなります。 (このアプリは、ShopifyとMOTENSUの自動データ連携を実現するものです。MOTENASUのご利用については、別途MOTENASUのお申し込みが必要となります) more 購入履歴から最適なプロモーションを提案し顧客満足度を向上 メール、LINE等、好みのチャネルで一貫したマーケティングを実現 自動化されたシナリオマーケティングで、時間も手間も節約 効果的なマーケティング施策を支援する、多彩な分析機能 AIが顧客の購買データを分析し、購入確度の高い商品を自動レコメンド
Track customer actions in the store and make the most out of Facebook ads for maximum efficiency. Use the Facebook CAPI & Ads to track the actions of website visitors, also known as conversion tracking. Create ad campaigns with Feeds and get real-time data from reports to see which ads are working finest. No delays in the reports, so you can analyze the effectiveness of your advertising straight away. You'll get both general and individual reports for visitors from Facebook. It works on the server side, so any tools won't affect your results. Happy tracking! Use the Facebook CAPI & Ads to track the actions of website visitors, also known as conversion tracking. Create ad campaigns with Feeds and get real-time data from reports to see which ads are working finest. No delays in the reports, so you can analyze the effectiveness of your advertising straight away. You'll get both general and individual reports for visitors from Facebook. It works on the server side, so any tools won't affect your results. Happy tracking! more Install the app in minutes with no coding and track events automatically Avoid hassle updating your products using the built-in Facebook feed Increase your E-Commerce stores' ROAS using tracked data Connect your Ads Manager & view Realtime wholesale and Ads Reports in one place
With MyDataNinja Features: CRM, Multi Store Reports, Ad Attribution, Tracking, ROAS,AD Profitability MyDataNinja is the tool that saves your precious time. From CRM for your Shopify store, to Deep Analytics, Ad Attribution, Multi Account and Multi Store Dashboard, Real Time analytics, ROAS and Profitability numbers per Advertisement, Creative Reporting and many more features, We help Stores to achieve High Efficiency. MyDataNinja is the tool that saves your precious time. From CRM for your Shopify store, to Deep Analytics, Ad Attribution, Multi Account and Multi Store Dashboard, Real Time analytics, ROAS and Profitability numbers per Advertisement, Creative Reporting and many more features, We help Stores to achieve High Efficiency. more Watch real-time profit/loss data per Ad/product Multiple Ad Accounts view in one simple dashboard MyDataNinja brings cookie-less clear tracking for your customers URL Shorter and Custom URL Tracking Easy and Simple Server Side API Integration with Google Ads and Meta
Leverage attribution for accurate cross-channel tracking, better profit analytics & customer LTV. NestAds gives you a comprehensive view of how each marketing channel (like paid advertising, social media, search engines, etc.) contributes to sales. With server-side tracking pixel, you can remove tracking errors caused by iOS 14 blockage, ad blocker & cookies limitations. Discover customer journeys with different attribution models to allocate budgets more effectively. Understand how individual ad creatives are performing to cultivate winning creatives. One-time setup, dedicated support. NestAds gives you a comprehensive view of how each marketing channel (like paid advertising, social media, search engines, etc.) contributes to sales. With server-side tracking pixel, you can remove tracking errors caused by iOS 14 blockage, ad blocker & cookies limitations. Discover customer journeys with different attribution models to allocate budgets more effectively. Understand how individual ad creatives are performing to cultivate winning creatives. One-time setup, dedicated support. more Unify all marketing data across channels in one visual & customizable dashboard. Avoid iOS 14 blockage, ready for cookieless with the server-side tracking pixel. Use different attribution models & custom traffic rules to find top touchpoints. Track customer journey & identify drop-offs to allocate budget more effectively. Gain insights down to creative level with advanced & tailored analysis reports.
Nexus by Omniconvert is the AI eCommerce growth engine for DTC brands. Nexus by Omniconvert unifies your store, ad, and analytics data into a single AI-powered command center for eCommerce growth. Use it when you need to cut wasted ad spend, identify your most profitable products, and move faster from insight to campaign. It gives your team a Daily Brief every morning, an Action Queue ranked by True Profit, and then goes further -- writing the creative brief, generating the ad visuals, and building full campaign packages ready to deploy across Meta and Google. Nexus by Omniconvert unifies your store, ad, and analytics data into a single AI-powered command center for eCommerce growth. Use it when you need to cut wasted ad spend, identify your most profitable products, and move faster from insight to campaign. It gives your team a Daily Brief every morning, an Action Queue ranked by True Profit, and then goes further -- writing the creative brief, generating the ad visuals, and building full campaign packages ready to deploy across Meta and Google. more Daily Brief: what & why it moved: your #1 action today: based on data science Briefs + AI creatives + relevant LPs + launched campaigns + auto-adjustment Action Queue: every opportunity ranked by True Profit, not ROAS Competitor ad intelligence: find what's working in your space before rivals do 1 platform: Shopify, Meta, Google Ads, GA4, Gorgias, Okendo, and Klaviyo unified
The AI analytics platform with 50+ advanced reports, 7 platforms, answers in seconds. The AI analytics platform for ecommerce and D2C brands. Connect your store, Meta, Google Ads, GA4 Amazon, GA4 etc. Track P&L, CAC, MER, ROAS, AOV, LTV and cohort retention. Get advanced reports out-of-box: AI RFM segmentation, basket analysis, cross-sell, discount dependency, creative fatigue, repurchase rate, payback period, lifecycle stages and anomaly detection. Ask in plain English. Create custom dashboards. Automatic Morning Briefing daily. Computed, not LLM generated. The AI analytics platform for ecommerce and D2C brands. Connect your store, Meta, Google Ads, GA4 Amazon, GA4 etc. Track P&L, CAC, MER, ROAS, AOV, LTV and cohort retention. Get advanced reports out-of-box: AI RFM segmentation, basket analysis, cross-sell, discount dependency, creative fatigue, repurchase rate, payback period, lifecycle stages and anomaly detection. Ask in plain English. Create custom dashboards. Automatic Morning Briefing daily. Computed, not LLM generated. more Ask any question. Answers from live data in seconds, not hours Advanced reports: RFM, cohorts, basket analysis, creative fatigue Create custom dashboards that get updated automatically daily Get automated alerts for anomalies before they cost you. Connected in 1 click - Meta, Google Ads, Amazon Ads, Amazon, GA4
Meta Pixel & Conversions API with ad data protection, pixel health, ROAS dashboard and catalog sync 📉 Why are your Facebook Ads underperforming? iOS 14+ and ad blockers hide many of your conversions from Meta. 🛡️ Trusted by Shopify merchants and refined over 5+ years, Orichi Pixel rebuilds that missing tracking layer so Meta's AI optimizes on real data, not guesses. 👉 Conversions API recovers lost events, Ad Data Protection blocks spam and fake purchases, Pixel Health catches broken tracking, and a real ROAS dashboard shows which ads make money. 📉 Why are your Facebook Ads underperforming? iOS 14+ and ad blockers hide many of your conversions from Meta. 🛡️ Trusted by Shopify merchants and refined over 5+ years, Orichi Pixel rebuilds that missing tracking layer so Meta's AI optimizes on real data, not guesses. 👉 Conversions API recovers lost events, Ad Data Protection blocks spam and fake purchases, Pixel Health catches broken tracking, and a real ROAS dashboard shows which ads make money. more Set up multiple pixels in minutes, no code. Target by market, page or product Conversions API recovers events lost to ad blockers and iOS 14.5+ Sync products to Facebook and Instagram for multi markets, in real time Ad Performance shows orders and revenue by campaign, ad set and ad Ad Data Protection filters bots, fake orders, B2B and non-consented events
Centralized operations platform for marketing attribution, unit economics, & AI-based insights Gain a complete view of your operations, marketing, logistics, and fulfillment data in one platform. With key dashboards and business metrics, features such as marketing attribution, unit economics, and AI-based insights and alerts, Octup helps you take action on your data, make more informed business decisions, and improve your performance. Essentially, let our system act like an automated team of analyst to display your data and make crucial recommendations based off of it. Gain a complete view of your operations, marketing, logistics, and fulfillment data in one platform. With key dashboards and business metrics, features such as marketing attribution, unit economics, and AI-based insights and alerts, Octup helps you take action on your data, make more informed business decisions, and improve your performance. Essentially, let our system act like an automated team of analyst to display your data and make crucial recommendations based off of it. more Operations: Easily track warehousing costs and invoices to improve margins Logistics: Stay on top of inventory & deliveries with real-time tracking Marketing: Manage Ad spend & boost results with key metric and attribution data Unit Economics: Measure costs & profitability to make data-driven decisions
Foolproof Google Ads conversion tracking. Install the Google ads conversion pixel in one click. Automatically install the Google tracking pixel on your store with OneClick Google Ads Conversion Tracking. Choose "automatic mode" in the app, sign in with Google and then click "create pixel." It takes 2 minutes and really is that easy. After that, customers reaching your store from Google Ads (formerly known as Google Adwords) will be tracked. That gives you the data you need to improve your ads, to stop wasting money on ads that don't convert, and to increase your profits. Automatically install the Google tracking pixel on your store with OneClick Google Ads Conversion Tracking. Choose "automatic mode" in the app, sign in with Google and then click "create pixel." It takes 2 minutes and really is that easy. After that, customers reaching your store from Google Ads (formerly known as Google Adwords) will be tracked. That gives you the data you need to improve your ads, to stop wasting money on ads that don't convert, and to increase your profits. more Page View, Add to Cart, Begin Checkout, Purchase and Email Sign Up events Dynamic Remarketing and Enhanced Conversions are included Supports custom checkout. No changes are made to your theme. Foolproof installation. You don't have to write or copy any code. Guaranteed accurate conversion tracking. Avoid duplicate events.
Server side UTM & ad attribution that beats ad blockers. Improve Meta ads ROAS & track net profit. Origin improves your order attribution data and tracks more orders than regular analytics. Beat ad blockers, cookie banners, and iOS 14 limitations with our server side attribution system. Get metrics you can't normally see: LTV, new vs. return customers, net profit, and true ROAS (including LTV) for each ad, campaign, & UTM link. Stop relying on fuzzy data: find out what's actually happening with first-party attribution data. Origin improves your order attribution data and tracks more orders than regular analytics. Beat ad blockers, cookie banners, and iOS 14 limitations with our server side attribution system. Get metrics you can't normally see: LTV, new vs. return customers, net profit, and true ROAS (including LTV) for each ad, campaign, & UTM link. Stop relying on fuzzy data: find out what's actually happening with first-party attribution data. more Beat ad blockers and unlock hidden order attribution data with Origin Pulse Find ROAS, CAC, LTV, and net profit for your ads & UTM links View the full customer journey before purchase with multi-touch attribution MCP: Connect to your favourite AI tools including Claude, ChatGPT, and Cursor Profit tracking: sync costs automatically or add manually for true net profit
Connect your ad accounts and Orphex reviews them daily, with the numbers behind each finding. Connect your ad accounts and Orphex reviews them every day, then writes up what it finds. Each finding names the campaign, audience or creative behind it, the money at stake, and the change to make, with the figures it was built from. Impact Analysis measures what a change actually caused, against what would have happened without it. Creative AI scores which image and video attributes performed. You can also use Orphex from ChatGPT, Claude or another AI assistant. Any change needs your approval. Connect your ad accounts and Orphex reviews them every day, then writes up what it finds. Each finding names the campaign, audience or creative behind it, the money at stake, and the change to make, with the figures it was built from. Impact Analysis measures what a change actually caused, against what would have happened without it. Creative AI scores which image and video attributes performed. You can also use Orphex from ChatGPT, Claude or another AI assistant. Any change needs your approval. more Use Orphex from ChatGPT, Claude or any AI assistant that supports MCP Daily findings that name the cause, the money at stake and the fix Impact Analysis shows what a change caused, not just what followed it Impact Analysis shows what a change caused, not just what followed it One change log for edits made in Orphex and in the ad platforms
Capture conversions on Facebook platforms with our app using CAPI and essential metrics. Stay ahead of pixel tracking changes with Parkour Pixel. Our advanced system ensures accurate data collection across Facebook giving you actionable insights to optimize campaigns. With Parkour Pixel + Advanced Conversion API, capture every interaction precisely, feeding key data to algorithms for improved ROAS. Setup takes just 2 minutes, no coding required, with a step-by-step guide for a quick and hassle-free process. Stay ahead of pixel tracking changes with Parkour Pixel. Our advanced system ensures accurate data collection across Facebook giving you actionable insights to optimize campaigns. With Parkour Pixel + Advanced Conversion API, capture every interaction precisely, feeding key data to algorithms for improved ROAS. Setup takes just 2 minutes, no coding required, with a step-by-step guide for a quick and hassle-free process. more Track Facebook & Instagram events with Meta Pixel & Conversion API Advanced server-side tracking to bypass iOS 14 & ad blockers Real-time UTM tracking for data-driven ad decisions Manage multi-pixels with one intuitive dashboard Maximize ROAS with premium event matching & accurate attribution
Set up Google Analytics 4 in one click and track every sale — with accurate, refund-aware data. Google Analytics 4 is powerful but painful to set up — code, Tag Manager, and numbers that never match your real sales. This app fixes that. Connect GA4 in one click (no code, no GTM) and every ecommerce event is tracked automatically: product views, cart, checkout, and purchases. Refunds are tracked too, so your GA4 revenue reconciles with Shopify. Add custom events, send data to multiple GA4 properties, link Google Ads conversions, and stay compliant with Consent Mode v2 — all from one screen. Google Analytics 4 is powerful but painful to set up — code, Tag Manager, and numbers that never match your real sales. This app fixes that. Connect GA4 in one click (no code, no GTM) and every ecommerce event is tracked automatically: product views, cart, checkout, and purchases. Refunds are tracked too, so your GA4 revenue reconciles with Shopify. Add custom events, send data to multiple GA4 properties, link Google Ads conversions, and stay compliant with Consent Mode v2 — all from one screen. more One-click GA4 setup — no code, no Google Tag Manager, no developer needed Automatic ecommerce events: product views, cart, checkout, and purchases Refund tracking keeps your GA4 revenue accurate and reconciled with Shopify Custom events for clicks, form submissions, and scroll depth Google Ads tags, multiple GA4 properties, Consent Mode v2, and cross-device
More purchases with personalization based on visitor intent & automatic tracking. Our tool is designed to integrate effortlessly with your website, providing you with real-time data on user purchases, behavior, and much more. Pathmonk reads how each visitor behaves on your store in real time and serves personalized interactions at the peak of their intent, so more sessions end in a purchase. Unlock the full potential of your digital presence with real time personalization & automatic purchase tracking. Make data-driven decisions that propel your business forward. Our tool is designed to integrate effortlessly with your website, providing you with real-time data on user purchases, behavior, and much more. Pathmonk reads how each visitor behaves on your store in real time and serves personalized interactions at the peak of their intent, so more sessions end in a purchase. Unlock the full potential of your digital presence with real time personalization & automatic purchase tracking. Make data-driven decisions that propel your business forward. more Automated Reporting: Save time with automated reports tailored to your needs. Conversion Attribution: Understand which marketing efforts are paying off. User Behavior Insights: Beyond purchases, gain insights into how users interact.
All your data in one analytics platform. Export, report, analyze, and explore your data. Try it now. Connect all your sources of data together to understand how to grow your profit. Analyze multiple stores, marketing channels, and more like Amazon, Etsy and more. See how your Google Ads or Facebook Ads are performing on ROAS. Analyze your UPS labels or ShipStation costs. Connect your Stripe, Braintree, or PayPal accounts so you can analyze gateway fees and understand Gross Margin % or Profit. Get your Ecommerce Dashboard setup & working for your business! Connect all your sources of data together to understand how to grow your profit. Analyze multiple stores, marketing channels, and more like Amazon, Etsy and more. See how your Google Ads or Facebook Ads are performing on ROAS. Analyze your UPS labels or ShipStation costs. Connect your Stripe, Braintree, or PayPal accounts so you can analyze gateway fees and understand Gross Margin % or Profit. Get your Ecommerce Dashboard setup & working for your business! more Unlock your data and access mission critical information to grow your business. Export your date and integrate it with other mission critical services. Analyze your business, products, customers, and get your team on the same page. Share and export your reports to PDF, Excel, CSV, Google Sheets. Scheduled reports are automatically sent via email or to Google Sheets.
DTC metrics: Customer Lifetime Value (LTV), retention & subscription growth insights for more profit Transform raw data from Shopify, subscription, and marketing channels into clear growth plans. Brand or agency, Peel saves time, effort, and dollars blindly spent on chasing repeat purchases. With dozens of ready-made templates and 150+ metrics, stay on top of LTV, AOV, churn, and cohort trends with the best retention analytics platform for long-term profitability. Enrich Klaviyo flows & Meta ads, automate daily updates to Slack/Email, and stay on top of retention & subscription analytics. Transform raw data from Shopify, subscription, and marketing channels into clear growth plans. Brand or agency, Peel saves time, effort, and dollars blindly spent on chasing repeat purchases. With dozens of ready-made templates and 150+ metrics, stay on top of LTV, AOV, churn, and cohort trends with the best retention analytics platform for long-term profitability. Enrich Klaviyo flows & Meta ads, automate daily updates to Slack/Email, and stay on top of retention & subscription analytics. more Retention Analytics: Track repurchase rate, churn, get daily slack/email digests Subscription Analytics: Turn shoppers into subscribers, build loyalty, scale LTV RFM & Audiences: Hyper-target customer segments, export to Klaviyo and Meta Product Analytics: SKU-level insights, product bundles, customer journeys Custom Metrics & Consulting: 1:1 strategy calls, tailored reports & dashboards
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About ROAS Apps for Shopify
ROAS apps are essential tools for Shopify merchants looking to enhance their store's functionality and improve customer experience. These specialized applications help store owners streamline operations, increase sales, and provide better service to their customers.
When choosing a roas app for your Shopify store, consider factors such as features, pricing, customer support, and compatibility with your theme and other apps. Reading reviews from other merchants can also provide valuable insights into the app's performance and reliability.
The apps listed on this page represent some of the best roas solutions available in the Shopify App Store. Each has been selected based on its functionality, user ratings, and overall value for Shopify merchants.