Customer data
What CDP buyers wish they'd known
Eight lessons from the buyers who signed, stalled, and switched — starting with the warehouse question to ask first.
What buyers actually pay for a CDP
The list price is a starting line. Seven cost mechanics buyers wish they'd priced first.
Real CDP implementation timelines
The pitch talks in quarters; the buyers who've done it talk in years. Seven reasons rollouts slip.
Why companies rip out or replace their CDP
The platform rarely failed. Slow-burn pressure meets a sharp trigger — and the renewal becomes an RFP.
What identity-resolution buyers wish they'd known
Match rate is the whole game — and it's a marketing number until you test it on your own file. Seven lessons on the graph, the meter, and the overlap.
Measurement & analytics
Everyone hates GA4. Almost nobody leaves.
GA4 may be the most complained-about tool in our interviews — every alternative buyers shop scores higher. Then most of them renew the free thing they say they hate. Here's why.
Read the analysis → MeasurementNobody believes their attribution anymore
The dashboard still says ROAS 4.2; the leaders who run it have stopped believing the number. Budgets are leaving click-path attribution for mix models, holdouts, and clean rooms — slower, messier, believed.
Read the analysis → ExperimentationExperimentation after Optimize
Google turned off Optimize and ended free A/B testing overnight. Buyers scrambled to pay up, trade down, or move testing into code — and found the tool was rarely what held their program back.
Read the analysis →What experimentation-tool buyers wish they'd known
Seven lessons from buyers who bought, underused, and switched — starting with the one that keeps costing money: the premium brand isn't rated higher than the value tools.
Why teams switch A/B testing tools
The Optimize exit is old news. Now teams leave because they over-bought an enterprise tool — or because experimentation moved from marketing to a dev-owned platform (Statsig, LaunchDarkly, Eppo).
What attribution-tool buyers wish they'd known
Seven lessons on the trust collapse — why multi-touch numbers stopped being believed, and why the real test is whether finance trusts the number.
Top complaints about attribution & measurement tools
Six graded gripes mapped to which tool earns them — the credit-assigning tools draw the trust complaints, the lift-based ones draw the cost complaints — and whether each is livable or fatal.
What MMM buyers wish they'd known
Marketing-mix modeling as a buy: three buy-paths (modern, legacy agency, or build in-house), a months-long ramp, and why an unvalidated model is just a story finance likes.
What product-analytics & session-replay buyers wish they'd known
The "what happened" tools and the "why" tools, clustered tight at 7.3–7.8. Seven lessons: run both, tagging breaks trust, and autocapture cuts both ways.
Messaging & lifecycle
Leaving Salesforce Marketing Cloud
No platform comes up in more exit conversations. The complaints are remarkably consistent — it costs too much, and marketers can't run it without engineers — and so are the destinations.
Read the analysis → SMSSMS: the channel buyers can't quit
It's the best-converting owned channel and the most complained-about — yet almost nobody cuts it. The only real fight is where it belongs: bundled into your email platform, or split into a specialist built for it.
Read the analysis →What email-platform buyers wish they'd known
Seven lessons from the buyers who signed, outgrew, and switched — and why the incumbents rate a point below the independents.
What buyers actually pay for an email platform at scale
At scale the quote and the invoice part ways. Seven cost mechanics — and the independents buyers escape to.
Why companies switch email platforms
Companies rarely leave over one failure. Seven real triggers — and where the switchers land.
Top complaints about enterprise ESPs
Complexity, cost, integration, aging — which suite earns which gripe, and whether it's livable or fatal.
What SMS-marketing buyers wish they'd known
Six lessons from the buyers who signed, stalled, and switched — down to the compliance gate nobody demos.
What buyers actually pay for SMS
The license is the fixed part. Carrier fees, segments, MMS, and volume are why the bill spikes at peak.
Why brands switch SMS platforms
A spiking bill meets a replatform or ESP consolidation — and the move runs both directions: consolidate SMS into the email platform, or specialize (Attentive/Postscript 7.8).
Customer relationships
The CRM nobody loves and nobody leaves
The most-rated CRM in our corpus scores a lukewarm 7.1 — and almost nobody leaves. The complaints are loud, the switching cost is measured in years, and the gravity wins.
Read the analysis → LoyaltyLoyalty is being rebuilt
A rebuild wave is rolling through QSR and retail at once: legacy platforms feel antiquated, incumbents buckle during promotions, and even the brands that built loyalty in-house are shopping commercial options.
Read the analysis →What CRM buyers wish they'd known
The purchase is the easy part. Seven lessons on adoption and data — why a CRM nobody updates is a database of lies, and why AI is only as smart as what's already inside.
What loyalty-platform buyers wish they'd known
One of the lowest-rated categories buyers talk to us about. Seven lessons on why — starting with the software isn't the program.
What buyers actually pay for a loyalty platform
The license is the smallest line. The real spend is rewards, a team, integration, and the per-location fee nobody quotes.
Why brands switch loyalty platforms
An antiquated incumbent (SessionM 5.5) meets a replatform or a modernize mandate — and, like site search, the leavers scatter by segment, held back by a brutal member-data migration.
Commerce & on-site experience
What buyers wish they'd known before replatforming
Shopify 8.1 vs. the enterprise incumbents at 6.6 — the gap that's moving the market. Seven lessons on migration cost, headless, and the app-ecosystem tax.
Why brands replatform their ecommerce stack
Slow-burn pressure meets a sharp trigger — a peak-season failure, a forced upgrade, an acquisition. Six triggers, and the one destination they point to: Shopify.
What site-search buyers wish they'd known
The developer-favorite (Algolia 6.9) is mid-pack. Seven lessons: relevance is a program, the AI is overpromised, and pricing stings smaller teams.
Why ecommerce teams switch site-search vendors
Relevance, cost, and merchandiser control meet a replatform or an AI mandate — and, unlike a replatform, the leavers scatter with no single destination.
What personalization-engine buyers wish they'd known
The whole category is mid-pack — even the leader is 7.4, the CRM-bundled one 4.3. Seven lessons on why personalization is under-used and hard to prove.
Top complaints about personalization engines
Six graded gripes mapped to which engine earns them — can't prove the lift, shallow bundled versions, garbage-in data — and whether each is livable or fatal.
What headless-CMS buyers wish they'd known
Headless rates about the same as the WordPress it modernizes past. Seven lessons: it moves design back to engineering, breeds technical debt, and you assemble the rest.
What reviews & UGC buyers wish they'd known
The biggest incumbent (Yotpo 6.7) rates below the focused challengers (Junip 8.2). Seven lessons: fit beats breadth, and getting reviews is the whole game.
What buyers actually pay for a reviews platform
The reviews are the cheap part — the bundle is the bill. Seven cost mechanics: loyalty/SMS modules, enterprise syndication tiers, and why brands switch for value.
Why brands switch reviews platforms
Bundle cost and a low-rated incumbent meet a replatform or renewal — and, unlike site search, the leavers converge on one place: the focused challenger.
What PIM buyers wish they'd known
Salsify leads at 7.6, but the real work is elsewhere. Seven lessons: PIM is a data-governance program, syndication coverage decides it, and buyers run both.
What returns & post-purchase buyers wish they'd known
The native tools (Loop 7.7) out-rate the enterprise incumbent (Narvar 7.3). Seven lessons: returns is retention, drive exchanges over refunds, buy for the job.
What subscription-management buyers wish they'd known
A clustered mid-pack category (Recharge 7.2). Seven lessons: the tool doesn't fix churn, flexibility is retention, and migrating live subscriptions is brutal.
What ecommerce CS-platform buyers wish they'd known
The ecommerce-native tool (Gorgias 7.9) beats the enterprise incumbent (Zendesk 7.1). Seven lessons: order context wins, CS is revenue, and the AI overpromises.
Why brands switch helpdesk & CS platforms
A helpdesk that doesn't know the store meets a replatform or AI mandate — and ecommerce DTC brands converge on the native tool (Gorgias), with an enterprise exception.
Market shifts
The great consolidation
One line repeats in buyers' stated priorities like a drumbeat: consolidate the stack. The AI budget has to come from somewhere — and it comes from the point solutions.
Read the analysis → AI SearchThe scramble to be the AI's answer
A tool category that barely existed eighteen months ago is being piloted across luxury, CPG, finance, and big tech — before anyone can reliably measure it.
Read the analysis →Head-to-head comparisons
This is the aggregate. Your stack is specific.
Do a 15-minute interview about your own stack and get this analysis personalized to the tools you actually run — what peers in your vertical rate them, who's switching, and to what.
Get my personalized briefNo password needed · your interview is anonymized before it ever informs a page like this one.