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Category: AdTech Tutorials
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WooCommerce conversion tracking that cuts waste and lifts profit
Are you leaving money on the table because your tracking is messy?
Think about it this way. If your store records 100 orders but your ad platforms only see 70, your bids are trained on bad data. You pay more for worse results.
Here is the thing. Clean, consent aware, and consistent tracking is a growth unlock, not a tech chore.
Here’s What You Need to Know
Accurate ecommerce tracking is the engine behind profitable acquisition. When your events are complete and consistent, algorithms find better customers and your reporting finally matches reality.
For WooCommerce, that means a reliable event stream across browser and server, a standardized data layer, protection against duplicate orders, and checks that catch leaks from payment flows and redirects.
Why This Actually Matters
Signal loss is real. Browsers block cookies, users block scripts, and redirects hide the thank you page. That breaks the feedback loop your budgets depend on.
When purchase and value signals are missing or noisy, you get inflated CPA, undercounted revenue, and confused optimization. Clean signals flip that. Better bids, clearer creative reads, and faster testing cycles.
Bottom line. Tight tracking is a profit center. It pays you back every day.
How to Make This Work for You
- Map your funnel and standardize events
List the events you care about. View item, add to cart, begin checkout, purchase. Use one naming pattern and pass the same fields every time. Item ID, quantity, currency, value, discount code, customer type new or returning, payment method. Consistency beats clever.
- Fix your checkout signal
Thank you pages are fragile. Avoid offsite payment redirects when you can because users may not return. If you must use them, add a server side confirmation and fire the purchase when the order is actually paid. That closes common gaps.
- Kill double fires and missing orders
Use a single source of truth for firing purchase events and deduplicate by order ID. Store a record of sent order IDs and ignore repeats. Also set a guard to prevent the same browser session from firing twice on refresh.
- Add a server side handoff
Some browsers will never run your scripts. Send a server side purchase event when the order is paid. Include consent context and only pass user signals that you are allowed to share. This lifts match quality and resilience without breaking trust.
- Make tracking consent aware and privacy safe
Respect user choices. If consent is denied, switch to basic pings or modeled events where allowed and clearly mark them. Keep regional rules up to date and test them. Trust builds conversion.
- Filter noise so optimizers see what matters
Do not flood your stack with low intent events. Suppress duplicate view events from infinite scroll, collapse micro interactions, and focus on add to cart, checkout start, and purchase. Cleaner inputs lead to better outputs.
- Audit your payment gateways
Different gateways lose different amounts of data. Compare paid orders in WooCommerce to recorded purchases by gateway. If one lags, fix the return flow or switch. This single check often finds the biggest leak.
- QA like a trader, not a tourist
Run a weekly test order. Use a fresh browser with blockers off, then another with blockers on. Confirm events fire in the right order with the right values. Screenshot everything and track deltas week over week.
What to Watch For
- Purchase coverage rate
Tracked purchases divided by paid orders in WooCommerce. You want this as close to full coverage as possible. If it drops, start with gateways and redirects.
- Duplication rate
How many orders have more than one recorded purchase. This should be near zero. Spikes usually come from refreshes on the thank you page or replays.
- Revenue match
Total tracked purchase value compared to backend revenue for the same period and filters. Look for consistent gaps, not one day noise.
- Signal source mix
Share of purchases coming from browser events vs server side events. A healthy mix protects you from blockers and outages.
- Consent opt in rate by region
If this falls, expect fewer matched conversions. Adjust creative and prompts to improve trust, not just pop up copy.
- Funnel health
View item to add to cart to checkout to purchase. Sudden drops often point to broken listeners, new themes, or a gateway change.
- Time to fire
Delay from payment to recorded purchase. Long delays hurt optimization. Server side confirmation usually fixes this.
Your Next Move
Run a two hour tracking audit this week.
- Place a live test order with each active payment method and record whether the purchase fires once with the right value.
- Compare the last seven days of paid orders to recorded purchases. Flag any gateway with a gap.
- Set up order ID based deduplication and log replays.
- Add a server side purchase event for paid orders if you do not have one yet.
- Create a simple QA routine. One test order every week. Same steps. Same screenshots. Same checklist.
Do this and you will see cleaner reporting and steadier performance inside a single cycle.
Want to Go Deeper?
Build a lightweight data layer spec with your event names and required fields. Keep a QA checklist for theme changes and plugin updates. And keep a payment gateway accuracy report that you review every month. Small habits, big gains.
- Map your funnel and standardize events
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Meta Pixel setup for sharper audiences and cleaner measurement
What if your next lift in return does not come from a new ad, but from cleaner signals on your site?
Here’s What You Need to Know
The Meta Pixel is a small JavaScript tag that tracks what people do on your site, then sends those actions back to Meta. With the right events in place, you can build precise audiences, create lookalikes, and see which ads drive real outcomes like leads and purchases.
Here is the thing. The value is not the tag itself. It is the loop you run with it. Measure, spot the lever that matters, test a focused change, then read and iterate.
Why This Actually Matters
When signal quality is strong, you get clearer attribution, better audience fit, and more stable CPAs. That means less guesswork on budget shifts and a faster path to scale. When it is weak, you pay for clicks that never turn into revenue because the system cannot see what worked.
Market context backs this up. As competition rises, the brands that win are the ones that send consistent, well labeled conversion signals and use them to shape creative, bidding, and audience decisions. Cleaner inputs, smarter outputs.
How to Make This Work for You
- Start with a simple event map
Pick the few actions that define your funnel. For most sites that is PageView, ViewContent, AddToCart, InitiateCheckout, Purchase or Lead. Name them exactly as shown since events are case sensitive. - Install the base code everywhere
Add the Pixel base code inside the head tag on every page. Use a partner integration for Shopify, WordPress, BigCommerce, or Google Tag Manager if you prefer. Then confirm PageView fires on load. - Track buttons and key URLs without code
Use the Event Setup Tool to tag important buttons and pages. Think Add to cart, Begin checkout, Book a demo, Contact, or any step that predicts revenue. - Turn on Advanced Matching
Enable email, phone, and name matching so more of your traffic is recognized on Meta. Higher match rates usually mean stronger remarketing and lookalike performance. - Build audiences with intent tiers
Create groups like All site visitors, Product viewers, Cart abandoners, and Past purchasers. Then build lookalikes from buyers or high intent visitors. Use higher bids and budgets on higher intent groups first. - Run the feedback loop weekly
Measure results by audience and event. Shift budget toward the audiences and creatives that move Purchase or Lead. Pause what drives clicks without downstream actions. Repeat.
Quick code example
<!-- Meta Pixel Code --> <script> !function(f,b,e,v,n,t,s) {if(f.fbq)return;n=f.fbq=function(){n.callMethod? n.callMethod.apply(n,arguments):n.queue.push(arguments)}; if(!f._fbq)f._fbq=n;n.push=n;n.loaded=true;n.version='2.0'; n.queue=[];t=b.createElement(e);t.async=true; t.src=v;s=b.getElementsByTagName(e)[0]; s.parentNode.insertBefore(t,s)}(window, document,'script', 'https://connect.facebook.net/en_US/fbevents.js'); fbq('init', 'YOUR_PIXEL_ID'); fbq('track', 'PageView'); </script> <noscript><img height="1" width="1" style="display:none" src="https://www.facebook.com/tr?id=YOUR_PIXEL_ID&ev=PageView&noscript=1" /></noscript> <!-- End Meta Pixel Code -->What to Watch For
- Event health
Use Meta Pixel Helper. Grey means no signal, blue means events are firing. In Events Manager, confirm PageView volume looks right and that each standard event appears when expected. - Case accuracy
Standard events are case sensitive. ViewContent is not the same as viewcontent. Typos lead to silent data loss. - Path quality
Watch step through rates. From Product view to Add to cart, Add to cart to Checkout start, Checkout to Purchase. If traffic rises without lifts in downstream steps, focus tests there. - Audience performance
Compare CPA and conversion rate by audience. Higher intent groups should convert better at similar or higher bids. If not, your event or audience rules may be off. - Signal coverage
Advanced Matching on and cookie notice in place. Clear consent improves match rate and data quality while keeping trust with visitors.
Your Next Move
This week, tag three events that predict revenue and build two audiences to test. Example: ViewContent, AddToCart, Purchase, then create Product viewers and Cart abandoners. Launch two ad sets against them and shift budget to the one that moves Purchase at the lowest CPA.
Want to Go Deeper?
If you want a ready to run playbook, AdBuddy can show peer benchmarks for event coverage and match rates, suggest which audiences to test first, and keep a weekly loop that ties creative and spend to the events that drive revenue. Use it to set priorities, not just to collect data.
Setup steps in short
Create your Pixel
- In Meta Business Suite, open Events Manager and choose Connect Data Source, then select Web.
- Name your dataset and create it. In Datasets, select it and choose Set up Meta Pixel to get your base code.
Install on your site
- Manual: paste the base code inside the head tag on every page and refresh your site.
- Partner: connect via Shopify, WordPress, BigCommerce, or Google Tag Manager with the official plugin or app.
Configure events
- Open your site with the Event Setup Tool from Events Manager.
- Select suggested events or click Track New Button or Track a URL to add your own.
- Assign an event type like Purchase, InitiateCheckout, Contact, or Lead.
- Confirm and test. Each action should appear in the diagnostics within a few minutes.
Troubleshooting tips
- If events do not fire, check for caching and JavaScript errors. Remove duplicate base codes.
- If your Pixel does not appear in Ads Manager, make sure the Pixel is connected to the correct assets.
- Standard events must match the exact spelling and case used by Meta.
Privacy basics
- Use a clear cookie notice that explains what you collect, why, and how visitors can manage preferences.
- Turn on Advanced Matching to improve audience quality while keeping data encrypted.
- Start with a simple event map
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Meta Advantage Plus Sales Campaigns a practical guide to faster setup and smarter spend
What if your next Meta sales campaign could launch in minutes and get smarter every hour as it learns who buys from you?
Heres What You Need to Know
Advantage Plus Sales campaigns use automation across budget, audience, placements, creative and catalog delivery to push more sales with less manual work. You still guide the system with signals like pixel events, catalog structure, audience suggestions and creative variety.
Meta reports that using Advantage Plus Audience can deliver a 7.2 percent lower cost per result. That is why the setup you choose and the signals you feed it matter.
Why This Actually Matters
Heres the thing. Performance on Meta is now won by pairing strong signals with smart automation. Broad reach plus good data in beats narrow control with weak data.
The market has tilted toward creative quality, clear objectives and clean first party signals. Advantage Plus meets that moment by finding buyers across placements and audiences while you focus on offers and content.
How to Make This Work for You
- Prep your signals before you launch
Connect pixel and conversions API, confirm priority events, and pass rich parameters like value and content ids. If you sell online, sync a clean catalog and group products into logical sets. - Choose one clear goal and let the system learn
Use the Sales objective, set a performance goal that matches your true north like purchases, and add a cost per result goal only after delivery stabilizes. - Guide Advantage Plus Audience without boxing it in
Add suggestions like custom audiences, lookalikes, locations and age bands as hints, not hard walls. Create audience segments for reporting like new visitors and past customers so you can compare results later. - Load real creative variety
Upload multiple images and videos, try single image, carousel and catalog formats, and enable creative enhancements. Aim for distinct concepts and offers, not small tweaks. - Use catalog ads when you have depth
For ecommerce, turn on catalog delivery and choose product sets that map to your collection or promo. The system will show the most relevant items based on recent intent signals. - Run a simple test loop
Start with one campaign and a few ad sets if you split new and existing customers. Each week, keep the best creative, pause the weakest, and add one new challenger. Read results on cost per result, ROAS and segment mix. Then repeat.
What to Watch For
- Cost per result Your unit cost for the optimization event. Falling cost with steady volume usually means the system has found better pockets of demand.
- ROAS or cost per purchase Tie spend to revenue or orders. Rising ROAS with flat cost per result can signal higher average order value or better product mix from catalog delivery.
- Conversion rate Low rate with healthy traffic points to offer or landing page friction. Test the offer and the first fold content before you change targeting.
- Audience segment mix Break down performance by new, engaged and existing customers. If existing customers dominate, add new customer signals and fresh creative to widen reach.
- Creative distribution Look at which concepts get spend. Heavy skew to one or two assets usually means they are carrying the load, so produce more in that style.
Your Next Move
This week, launch one Advantage Plus Sales campaign with a single performance goal, load at least three distinct creative concepts, add audience suggestions for both new and past customers, and enable catalog delivery if you sell online. Let it run, then keep one winner, cut one loser, and add one new challenger next week.
Want to Go Deeper?
If you want market context and a tighter plan, AdBuddy can benchmark your cost per result by category, suggest the next priority to work on like signal quality or creative depth, and share a simple test playbook you can run every week. Quick to skim, easy to execute.
- Prep your signals before you launch
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Google Ads terms that move CTR CPC and ROAS
Overwhelmed by CTR, CPC, Smart Bidding, and Asset Groups but still not sure what to fix first? Here is the playbook that translates terms into moves that improve profit.
Heres What You Need to Know
Most performance gains come from a tight loop. Measure what matters, find the biggest gap, run a focused test, then read and iterate. The core Google Ads terms are not trivia, they are your map for that loop.
Use market context to set expectations, then let a simple model guide priorities. If a metric moves profit, it gets your attention. If it does not, it is noise.
Why This Actually Matters
Search and shopping reward relevance, so better intent matching and landing pages often beat higher bids. Video and discovery grow demand you can harvest later, so upper funnel metrics need a different read than last click CPA.
Costs and click behavior vary by category. Comparing your trend to category benchmarks keeps you from chasing shadows when CPC rises seasonally or competitors surge. AdBuddy can surface category ranges for CTR, CPC, and ROAS so your targets are grounded in reality.
How to Make This Work for You
1. Set one primary outcome and guardrail
- Ecommerce: Use Conv. Value divided by Cost as your ROAS lens. Example: spend 100, earn 500 gives 5 point 0, which is 500 percent ROAS. Use tROAS when you have steady conversion value.
- Leads: Use CPA on qualified leads. If you use tCPA, feed it only bottom funnel conversions like real form submits, not page views.
2. Structure for intent and control
- Account, Campaign, Ad Group. Account is the business, campaigns map to goals and budgets, ad groups hold tightly themed keywords and ads.
- Performance Max uses Asset Groups instead of ad groups. Group by product theme and feed strong creative and audience signals.
3. Calibrate bids with Smart Bidding when you have signal
- Smart Bidding lets Google set bids to hit Max Conversions or Max Conversion Value. Aim for roughly 30 meaningful conversions per month before switching.
- Targets like tROAS or tCPA apply at the campaign level in PMax, not per asset group. Set early targets from your recent results, then adjust based on actual spend and return.
4. Fix the biggest lever first
- Low CTR, weak relevance: Tighten your queries and creative. Match search intent in your first headline, mirror keywords in copy, and use sitelinks to cover key intents.
- High CPC with decent CTR: Improve Quality Score. Use tighter keyword themes, align landing pages to intent, and expand ad extensions. Better relevance often lowers CPC.
- Traffic but few sales: Work the conversion rate. Check load speed, headline match, offer clarity, and form friction. Make the landing page answer the exact promise in the ad.
- Low Search Impression Share: If ROAS or CPA is on target, scale budget. If not, improve efficiency first so extra reach does not just add cost.
5. Get more from Performance Max and Demand Gen
- Asset Groups: Provide a full creative kit. Aim for multiple headlines, images, and at least one video so placements can find winners.
- Audience signals: Seed with converters, custom segments, and high intent terms. These are starting hints, the system will learn beyond them.
- Measure correctly: For Demand Gen, look at view through conversions and YouTube follow on views for upper funnel read. Keep these separate from your core CPA or ROAS call.
- Comparisons: Use Platform Comparable Conversions in Demand Gen when you need apples to apples with social platforms.
6. Run a simple test loop
- Pick one lever, one change. Example: new headlines to lift CTR or new landing headline to lift conversion rate.
- Run long enough to see stable cost per result, then keep the winner and move to the next bottleneck.
- Document what you tried and what moved. Next time you will move faster.
What to Watch For
- CTR click through rate: Shows if your ad matches intent. Rising CTR with steady CPC is usually a good sign for cheaper reach and better Quality Score.
- CPC cost per click: The price of attention. Do not chase the cheapest clicks. Track CPC in context of conversion rate and ROAS.
- Quality Score: A read on keyword to ad to landing page relevance. Higher scores tend to improve Ad Rank and lower CPC.
- Ad Rank: Determines position. You can win position with relevance and strong extensions without being the highest bidder.
- Conversion Rate: The percent of clicks that become leads or sales. Low rate with good CTR points to landing page or offer issues.
- Conv. Value divided by Cost: Your ROAS. Protect this as your north star for profit decisions.
- Search Impression Share: Your share of eligible auctions. If you are profitable and share is low, there is room to grow.
- View through conversions and YouTube follow on views: Leading signals for Demand Gen and video. Useful for trend and creative read, not as the only scale decision.
Your Next Move
Pick one campaign and run a two week fix the lever sprint. Choose the biggest gap among CTR, CPC with Quality Score, or conversion rate. Make a single focused change, set a clear success line tied to ROAS or CPA, then review and lock the winner.
Want to Go Deeper?
If you want market context without heavy lifting, AdBuddy can show category benchmarks for CTR, CPC, and ROAS, suggest which lever to tackle first, and give you ready to run playbooks for Search, Performance Max, and Demand Gen. Use it to set realistic targets and speed up your test loop.
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Get trustworthy conversion data for B2B SaaS ads
Are your tags actually telling the truth?
Let’s be honest. If your conversions only fire on a thank you page, you’re flying with patchy radar.
Here’s the thing. Privacy shifts and long B2B cycles mean basic page view tags miss a lot, and they rarely reflect lead quality. You need a clean signal that your analytics, your ad channels, and your CRM all agree on.
Here’s What You Need to Know
Accurate measurement is a system, not a single tag. It has three parts.
- What you track. A clear event schema that mirrors your funnel, not just form completes.
- How you send it. Reliable client and server signals with stable IDs and deduplication.
- How you judge it. A feedback loop that ties leads to pipeline and revenue, then pushes those outcomes back to your channels.
Why This Actually Matters
When your signal is messy, platforms learn the wrong thing and spend on the wrong people. Costs rise and scale stalls.
In B2B, buyers switch devices, clear cookies, and convert offline. If your setup only catches a slice of that journey, your data undercounts and your audience models drift.
The bottom line. Better signals lead to steadier delivery, cleaner reporting, and smarter budget moves.
How to Make This Work for You
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Map your funnel and name your events like an operator
Write a one page schema. Think page view, key engagement, form start, form submit, demo scheduled, hand raise via chat, and qualified lead. Add pipeline stages like opportunity and closed won. Use consistent names and parameters like email, company, plan, value, and lifecycle stage.
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Stop relying on thank you pages
Fire conversion events on the action itself, like validated form submit or booked meeting. Use form submit listeners and server events from your backend to catch cases where the page never loads or scripts are blocked.
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Send signals from both client and server, and dedupe
Pass a stable event ID with every conversion from browser and server. Configure deduplication so one real action equals one conversion. Include timestamps, currency, and hashed identifiers where allowed.
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Honor consent and protect data quality
Gate tags based on user consent. If a user declines, avoid storing or sending identifiers. When consent is given, enrich events with first party fields like email domain and user role to improve match and measurement.
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Close the loop to revenue
Push offline outcomes from your CRM back into your analytics and ad channels. Map lead to meeting to qualified to opportunity to won. Assign values or scores so your systems can learn from quality, not just volume.
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Standardize UTMs and capture them in your CRM
Create one naming convention for source, medium, campaign, content, and term. Auto capture these on forms, store them with the lead, and keep them through the lifecycle so you can read channel impact later.
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Validate weekly like a hawk
Use a tag debugger, test your forms, and check network calls. Look for missing parameters, duplicate fires, empty values, and unstable IDs. Compare counts across analytics, ad platforms, and CRM to find gaps.
What to Watch For
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Conversion coverage
Share of CRM leads that have a tracked web session or event. If coverage is low, your signal is leaking.
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Signal completeness
Percent of conversion events with key fields like email, company, value, and event ID. Thin events are hard to match and hard to learn from.
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Duplicate rate
How often the same action fires more than once. High duplicates inflate results and confuse learning.
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Match rate
Share of server or offline conversions that platforms can match back to a user or click. Low match rate means weaker delivery and under counted conversions.
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Lead quality by source
Track stage rates like lead to qualified, qualified to opportunity, and opportunity to won. Tie spend to revenue stages, not just top line leads.
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Lag time
Time from first touch to each stage. B2B cycles are slow, so plan for delayed readouts and avoid reacting too early.
Your Next Move
This week, run a one hour audit. Document your current events, add a unique event ID, move your main conversion to fire on form validation, and set up a server event from your backend for the same action with deduplication. Then schedule a weekly check to compare analytics, ad channel, and CRM counts.
Want to Go Deeper?
Create three simple artifacts and share them with your team. A one page event schema, a UTM naming guide, and a QA checklist for every new form or page. Keep them short and keep them current. Your future self will thank you.
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Set Up Facebook Ads for Shopify that Convert with Clean Data and a Simple Scaling Plan
Have a great Shopify store but sales are stuck in neutral? What if your first 20 dollars per day could prove a path to predictable customers in two weeks?
Heres What You Need to Know
Winning with Facebook ads on Shopify is a loop, not a one time setup. Measure cleanly, pick the one lever that matters now, run a focused test, then read and iterate.
The core stack is simple. Use Business Manager, a verified domain, a healthy Pixel and Conversions API, a synced product catalog, and campaigns set to Purchase. Layer in retargeting, a clear creative testing routine, and a steady budget plan.
Why This Actually Matters
Meta reaches about 2.8 billion people. Shopify traffic is mostly mobile and Facebook is built for mobile. That match is hard to beat.
- Stores using Facebook ads see about 27 percent customer base growth versus organic only
- About 68 percent of Shopify traffic is mobile, so in feed creative meets people where they shop
- Benchmark data shows average cost per lead near 27.66 dollars on Facebook compared to 70.11 dollars on Google, so your budget often goes further
- Retargeting usually delivers 3 to 5x higher conversion rates and about 60 percent lower cost per conversion than cold traffic
Bottom line, this is a cost effective way to buy trial at scale when the data layer is clean and your tests are disciplined.
How to Make This Work for You
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Set the foundation in one sitting
- Create Business Manager and verify your business details
- Verify your domain in Brand Safety
- Install the Facebook and Instagram sales channel in Shopify
- Turn on the Pixel and Conversions API inside the channel setup
- Use the Meta Pixel Helper to test a full purchase. You should see View Content, Add to Cart, Initiate Checkout, and Purchase
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Sync and clean your catalog
- Confirm products sync to Catalog Manager with price, availability, and links intact
- Tighten product titles under 100 characters and lead with what buyers care about
- Use square or vertical images with clear product in use context
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Build a simple campaign structure that learns fast
- One Purchase campaign for prospecting and one Advantage Plus Catalog Sales campaign for retargeting
- Budget split to start. 60 percent prospecting and 40 percent retargeting
- Let Campaign Budget Optimization distribute spend
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Point the algorithm at your best seed data
- Custom audiences. Website visitors last 30 to 90 days, add to cart no purchase, past buyers
- Lookalikes. One percent of purchasers and high value customers first, then two to three percent for scale
- Interests. Competitor shoppers, category interests, and lifestyle fits
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Run a tight creative test every week
- Launch 3 to 5 distinct concepts, not color tweaks
- Test different promises. Price, quality, speed, proof
- Use square or vertical, hook in the first 3 seconds, and keep copy simple
- Retire weak ads quickly and feed winners new variants
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Scale with rules, not vibes
- When profitable, increase budgets by 20 to 25 percent every 3 to 4 days
- Duplicate winners to new audiences for horizontal scale
- Add fresh creative into winning ad sets weekly
What to Watch For
- ROAS. Healthy is 3 to 1 or better for early scale. Read this at the campaign and ad set level
- CPA. Keep acquisition cost near 20 to 30 percent of expected lifetime value
- CTR. One percent or more usually signals creative to audience fit
- Conversion rate. Expect about 2 to 4 percent from Facebook traffic on Shopify, with price and category variance
- Retargeting mix. If retargeting is not converting 3 to 5x better than prospecting, check your event quality and offer
- Signal health. Compare on site orders to reported Purchases. If gaps are wide, review Pixel and Conversions API setup
Heres the thing. Metrics only matter in context. Use rolling seven and fourteen day reads and compare to your last test cycle, not just yesterday.
Your Next Move
Launch one Purchase campaign at 20 dollars per day targeting a one percent lookalike of recent buyers or email subscribers. Ship 3 to 5 creative concepts, let it run a full week, then keep the top two and replace the rest. Add a catalog retargeting campaign on day one to catch shoppers who looked but did not buy.
Want to Go Deeper?
If you want market context and model guided priorities before you spend another dollar, AdBuddy can surface category benchmarks for CPA, CTR, and conversion rate, highlight the single biggest bottleneck in your funnel, and give you a step by step playbook to test next. Use it to keep the loop tight. Measure, choose the lever, run the test, and iterate.



