Key findings
From verified buyer interviews. Each links to the full study.
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Buyers complain about GA4 more than almost any tool they run, and most of them renew it anyway.
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No platform comes up in more exit conversations than Salesforce Marketing Cloud, and two complaints sit behind nearly every exit: cost, and complexity for non-technical marketers.
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One in two buyers shopping for a mix model are also in market for attribution or incrementality tools.
MeasurementNobody believes their attribution anymore
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Enterprise CDP rollouts pitched in quarters take about a year, by the account of the buyers who ran them.
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Buyers measure the cost of switching CRMs in years, so almost nobody leaves, however lukewarm they are.
Browse by topic
242 studies in six topics, plus 172 head-to-head comparisons.
Customer data
CDP
Identity
Customer data
Leaders who run CDPs describe leaving: for the warehouse, for in-house builds, or for platforms they already own.
23 studies
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.
Questions to ask CDP vendors before you sign
Most of what buyers regret was knowable at the demo. The questions that surface it.
How to write a CDP RFP
Five or six vendors, an RFP to three, two finalists — and two committees that both have to say yes.
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.
Top complaints about CDPs
Built for engineers, underused, hard to price — and identity, the job they're bought for, draws praise. Six complaints, graded.
Segment alternatives buyers actually switch to
The most-rated CDP, and a split verdict. Leavers take the job several ways — most often into a platform they already pay for, or toward the data warehouse.
Does your ESP replace a CDP?
For a number of buyers it already has — and the ones it works for can name the exact point where it stops.
What is a CDP — and do you actually need one?
Some buyers in market aren’t choosing between CDPs at all. They’re deciding whether they need a separate product.
CDP vs DMP: what’s the difference?
Buyers describe the DMP in the past tense — a one-way migration, and they can name the technical reason it broke.
CDP vs CRM: what’s the difference?
Buyers almost never choose between them. They run both, in sequence — and routinely let one product wear both labels.
What is data enrichment?
One label, two products: B2B contact data and consumer data. Among buyers shopping for it, not one runs a tool from both halves.
What is zero-party data?
A useful distinction and a poor shopping list — buyers collect it constantly and almost never call it that.
What is customer segmentation software?
Mostly built in the email platform, the harder ones by analysts — and often stale by the time it reaches the channel, with results rarely measured.
What is identity resolution — and which kind do you need?
Two products, one name. One de-anonymizes your site traffic, the other matches your file to outside platforms — and company size predicts which you mean.
What is a data clean room?
Narrow, not emerging. Two triggers, an all-enterprise cohort — and it does nothing without a partner on the other side.
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.
What buyers actually pay for identity resolution
Three lanes, three bills: metered onboarding, identity bundled in a CDP, and visitor identification priced per match or on performance.
Top complaints about identity resolution tools
Onboarding users complain about plumbing, visitor-ID users about proof and privacy. Price ends the most contracts — and two in three exits buy no new identity vendor.
The LiveRamp stack: what companies run alongside LiveRamp
The pipe from customer data to media: The Trade Desk about eight and a half times as common, match rates that vary by destination, and limits with Google for some uses.
The Snowflake stack: what companies run alongside Snowflake
Snowflake companies are more than twice as likely to also run a CDP; Hightouch appears about four and a half times as often — and getting data back out is the harder half.
Measurement & analytics
Analytics
BI
Measurement
Experimentation
Google ended free A/B testing with Optimize. Buyers who scrambled found the tool was rarely what held their program back.
41 studies
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 is A/B testing?
Two versions, random split, one metric. The constraint is arithmetic — and buyers say “A/B testing” roughly five times as often as “experimentation”.
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.
What buyers actually pay for an A/B testing tool
Seven cost mechanics — the gap between tiers, metering, modules, the team around the tool, Adobe's bundle — and why price-led switches move to lower-cost 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).
Top complaints about A/B testing tools
Tests that need a specialist, results that don't match the analytics, too little traffic — and almost nobody switches.
Optimizely alternatives buyers actually switch to
Most buyers who leave Optimizely don't buy another testing tool — they build testing into what they already run, take it in-house, or stop.
The Optimizely stack: what companies run alongside Optimizely
Experience analytics about twice as common and Amplitude about two and a half times — and many teams read their test results outside Optimizely.
How long does an A/B testing tool migration take?
Some activations took weeks; one consolidation took a year and a half. Vendor shutdowns, contracts and the website set the schedule, and each test needs its own preparation time.
What is marketing attribution — and which of your tools is already doing it?
The definition is settled. Which of your tools is answering it is not — and for most buyers it is the analytics platform they already owned.
What is marketing mix modeling — and why is there no default tool for it?
Its providers are software, agencies and data plumbing at once — which is why the most-named one reaches under four percent of the buyers shopping for it.
What is incrementality testing?
It is winning the argument about which number to believe — and not winning the budget line away from anything.
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.
What buyers actually pay for attribution and measurement tools
Dashboards, testing plans and mix models are priced differently. Five companies dropped a measurement tool on price without an immediate replacement captured here.
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.
Why companies switch attribution and MMM tools
Few companies leaving an attribution tool go straight to a mix model. About half have no dedicated replacement, and many run the methods side by side.
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.
Which analytics tool do SMBs rate highest?
Scoped to companies under 500, Triple Whale leads and the default tool comes last — and the share of each tool’s ratings from that group runs 96% down to 3%.
What business-intelligence (BI) buyers wish they'd known
The platform usually arrives with a cloud contract, the setup is the real project, and the warehouse layer underneath outrates the tools sitting on it.
What buyers actually pay for a BI tool
Builder access can be the expensive seat. Seven cost mechanics — to run, to build and to leave — and where price-led moves go, eight of them away from Tableau.
Top complaints about BI tools
Reports depend on specialists on Power BI, Tableau and Looker alike; cost is the complaint behind most moves, and it is mostly Tableau's.
Why companies switch BI tools
Most explained moves come with a decision outside the BI tool; few buyers name a renewal. Tableau is replaced most often in the moves documented.
How long does a BI migration take?
The timed moves were small; the long clocks are the data underneath and the people who read the dashboards, who start after the cutover.
What is business intelligence (BI) software?
Where companies most often name two tools at once, and nearly as common at small companies as at large ones.
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.
Top complaints about product analytics tools
Amplitude, Mixpanel, Heap, PostHog and Pendo draw the same six complaints. Most are lived with — pricing and broken data are the ones that end contracts.
Why teams switch product analytics tools
In from Google Analytics, between the product tools in both directions, and out to the warehouse or a suite — and what buyers cite for each move.
How long does an analytics migration take?
The clock that matters starts at go-live: without preserved history, about a year before a new tool has comparable data. No move to Customer Journey Analytics here is complete yet.
What buyers actually pay for analytics
A large step up from free Google Analytics, and volume pricing that can change what teams track. Seven cost mechanics, and where price-led moves go — four of them to a free tool.
What is competitive intelligence software?
Never one tool: a separate competitor-data feed for each channel, trusted directionally, sometimes checked against a second source — and unused as often as it is overpriced.
What is session replay software?
Bought to find friction and bugs, free at smaller companies and enterprise-grade at larger ones — and let down most often by recordings nobody has time to watch.
Contentsquare alternatives buyers actually switch to
The buyers who call it expensive are mostly the ones who rate it highly. Cost doesn't make them unhappy here — it makes them leave, or never buy at all.
Hotjar alternatives buyers actually switch to
The most common outcome isn’t another tool — seven of seventeen leavers name no replacement. The rest mostly pick a free one rated the same.
Adobe Analytics alternatives buyers actually switch to
Its leavers mostly move to a lower-rated tool. The complaint that divides happy buyers from unhappy ones isn’t price — it’s complexity.
Amplitude alternatives buyers actually switch to
Twice as many companies move onto it as off it, three explicitly consolidating several tools onto it — while the six departures that name a destination name six different tools.
Rockerbox alternatives buyers actually switch to
None of its six leavers moved directly to another packaged attribution vendor — two went to marketing mix modeling, two to agency-built attribution, and two have no replacement.
Tableau alternatives buyers actually switch to
Its most common destination rates exactly the same, 7.4 against 7.4. The exits run on cost and estate consolidation, not on the product.
Power BI alternatives buyers actually switch to
Nineteen companies moved onto it, thirteen from Tableau, against eight moving off — and half of those went to Google’s Looker or Looker Studio, not Tableau.
Looker alternatives buyers actually switch to
Eighteen companies moved off it, eight of them to Sigma, Omni or Metabase against four to Tableau or Power BI — while thirteen arrived, six from Tableau.
Messaging & lifecycle
ESP
SMS
Automation
Social
Affiliate
SMS is the owned channel marketers most often call their best-performing, and the one they complain about most. Almost none of them leave it.
54 studies
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 is an ESP (email service provider)?
The platform that holds your list and sends the messages — and the one category where almost every buyer already owns one.
What is customer journey orchestration?
Buyers expect it from their messaging platform, never their CDP — and the thing standing in the way is whether the data is ready, not the tool.
What is marketing automation?
Actions triggered by behaviour, not a calendar. Its products overlap almost entirely with email platforms — its buyers barely overlap at all.
Pardot alternatives buyers actually switch to
Half the buyers who leave it move because the organization changed — the CRM or a merger. The other half are the team’s own call, two of them staying inside Salesforce with Marketing Cloud.
Marketo alternatives buyers actually switch to
Nine of nineteen moves went into Salesforce. Some movers sought broader enterprise capability; others found Marketo too complicated or too expensive.
HubSpot alternatives buyers actually switch to
Nine of 20 leavers joined an enterprise marketing cloud, several after an acquisition or a compliance rule — and about as many companies arrive from the same platforms.
Eloqua alternatives buyers actually switch to
Six of twelve leavers moved to Marketo, and five of the twelve moves followed broader organizational or stack decisions — while three companies consolidated other platforms onto Eloqua.
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 marketing automation buyers wish they'd known
Six lessons from the buyers who chose, ran and replaced these platforms — the specialists they need, Salesforce's pull, and switching costs built from your own work.
What buyers actually pay for marketing automation
For Marketo and Pardot buyers, database size is a core meter. Seven cost mechanics, and where price-led moves go — HubSpot or Pardot, every time a destination is named.
Top complaints about marketing automation platforms
Marketo, Eloqua and Pardot users say it takes specialists; HubSpot users say they outgrew it. Outgrowing is behind most moves, cost behind most plans.
Why companies switch marketing automation platforms
About half of explained moves come with a suite consolidation, acquisition, CRM change or renewal. Marketo and Eloqua show the largest net losses in the moves observed.
How long does a marketing automation migration take?
The faster moves were small and led by someone who knew the platform; consolidations were still running. Some teams revisit within a year or two.
The Marketo stack: what B2B marketers run alongside Marketo
Three in four companies on Marketo run Salesforce CRM; many add Adobe, Demandbase or 6sense — and the Salesforce sync is both a reason to buy and a recurring source of errors.
The HubSpot stack: what companies run alongside HubSpot
Half also run Salesforce CRM; ZoomInfo and LinkedIn Ads appear about six and a half times as often — and HubSpot runs everything for some, one job for others.
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.
Real ESP migration timelines
Weeks on a simple stack, a year or more for a complex enterprise — and no plan here came in early. Seven reasons migrations slip.
The Braze stack: what brands run alongside Braze
Event pipelines, warehouses, Amplitude and mobile attribution — and the three routes buyers use to get data into Braze, where some contracts tie cost to how much they load.
The Salesforce Marketing Cloud stack: what companies run alongside Marketing Cloud
Three in four also run another Salesforce cloud, with Data Cloud nearly ten times as common — and many buyers find connecting Salesforce's own clouds harder than expected.
The Attentive stack: what brands run alongside Attentive
Three in five also run Klaviyo; Wunderkind and Bluecore about two and a half times as common — and keeping email and SMS in step is the hard part.
Salesforce Marketing Cloud alternatives buyers actually switch to
The complaint is rarely that it can't do the job — it's that the team can't make it. And every comparable enterprise alternative rates at or below the platform being left.
Oracle Responsys alternatives buyers actually switch to
Two buyers who rate it 8 are migrating away anyway. What they describe leaving is the investment behind the product, not the product.
Adobe Campaign alternatives buyers actually switch to
Five of nine departures name no replacement. The three that name one point at a platform whose own leavers are heading somewhere lighter.
Mailchimp alternatives buyers actually switch to
Half its raters score it 8 or better, and the rest describe a ceiling rather than a broken product — yet it rates worse at small companies than at large ones.
Klaviyo alternatives buyers actually switch to
Brands in the middle of the market rate it lowest and describe having outgrown it; Attentive is the most common destination, and the move is often sideways.
Iterable alternatives buyers actually switch to
Well rated and rarely left over a failure. Five of eleven leavers went to Braze, among them for channel and compliance needs; four to Klaviyo, mostly alongside a Shopify move.
Litmus alternatives buyers actually switch to
A well-liked tool buyers still leave — mostly for Inbox Monster, a deliverability platform that now renders email too, and mostly over price.
Top complaints about enterprise ESPs
Complexity, cost, integration, aging — which suite earns which gripe, and whether it's livable or fatal.
Questions to ask ESP vendors before you sign
Three things to make a vendor prove in a sandbox, four to get in writing — and why the renewal date starts the clock.
What social media buyers wish they'd known
Listening is the weaker half of a suite, the networks set the limits, and native scheduling has narrowed the case for paying to publish. Six lessons, with the ratings.
Hootsuite alternatives buyers actually switch to
Most leavers moved to another tool, Sprout Social most often — but as many went back to posting natively as chose Sprout Social.
Sprinklr alternatives buyers actually switch to
Five of ten leavers moved to another social platform and four moved, or are moving, a single job to a narrower tool — about as many companies moved onto it, all above $5 billion.
What buyers actually pay for social media management tools
From low-cost schedulers to Sprinklr, with seats, listening topics and bundles moving the bill. All but one price-led move went to a cheaper option.
Top complaints about social media management tools
Network limits and thin reporting everywhere; complexity on Sprinklr. Most complainers stay, and price is the most-cited reason, in about two in five of the moves.
Why companies switch social media management tools
A quarter of departures lead to no direct replacement, and a change in who runs social accompanies one explained move in five. Sprout Social gains most; Hootsuite loses most.
How long does a social media management migration take?
Onboarding runs two to three months where buyers give a number, but the contract sets the date and adoption sets how long the transition runs. No buyer describes moving past analytics.
What is influencer marketing software?
Two products under one name — commission and creator-storefront tools, and relationship platforms — and commission tools now appear in more of the stacks we see as influencer and affiliate merge.
What is social media management software?
Publishing, listening and customer care — sometimes split across vendors, and often run by someone other than the leader who buys it.
What is affiliate marketing software?
Two programs under one word — publishers and creators — and buyers choose by where their partners are and how much help they need, more than network versus platform.
What affiliate marketing buyers wish they'd known
Decide who runs the program first, follow the publishers to their network, and expect to police the transactions. None of the buyers questioning coupon and cashback credit describes testing it.
What buyers actually pay for affiliate platforms
The platform fee, the network's share, the agency on top and the commission itself. Price-led moves run both ways, and one buyer's terms are not another's rate.
Why brands switch affiliate platforms
To impact.com for the technology and creator tools, to a network for the people. impact.com is the most common destination; ShareASale's move into Awin was not a choice.
Top complaints about affiliate platforms
Interface and service on every platform; price and reporting on impact.com, partners on Rakuten. Interface is tolerated; service is what buyers leave over.
What is SMS marketing?
Permission-based messaging on different rules from email. SMS and email are the largest co-shopped pair here — and a dedicated SMS tool is rarely the only one in the stack.
What is push notification software?
Mostly sent from the same platform as email and SMS, strongest where the app is the product — and one notification too many from being switched off.
Which SMS platform do SMBs rate highest?
Postscript and Attentive carry the same figure overall. Among SMBs they separate — and seven of eight platforms move.
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).
Top complaints about SMS marketing platforms
Cost, data, flows and generous attribution — while compliance draws praise, and the channel performs too well to leave.
How long does an SMS platform migration take?
The platform is rarely the long part. Legal sign-off, sending readiness and the holiday calendar set the date.
Customer relationships
CRM
Loyalty
Customer Feedback
Loyalty programs across QSR and retail are being re-platformed. The CRM stays put: almost nobody leaves.
22 studies
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 buyers actually pay for a CRM
The seat price is the floor. Seven cost mechanics — seats, tiers, paid modules and data, contacts, the people who run it, bundles and renewals — and what buyers trade for a cheaper CRM.
Salesforce CRM alternatives buyers actually switch to
Few leave. Most who do go into the Microsoft estate, to HubSpot, or onto another suite a parent company chose.
Top complaints about CRM platforms
Complexity, cost, messy data, outgrowing HubSpot — a long list, and almost nobody leaves.
Why companies switch CRM platforms
The few who move: first CRMs and old systems retired, mostly onto Salesforce; Salesforce leavers go to HubSpot or Microsoft.
What is a CRM?
Two meanings: the sales system in B2B, the email, SMS and loyalty program in most consumer companies. The only category name buyers carry as a job title.
How long does a CRM implementation take?
Few buyers time the build; the longest projects here were still running at about two years. Deciding takes its own year, and other projects wait for the CRM.
What is voice-of-customer software?
Two distinct purchases, not interchangeable: enterprise feedback programs bought by customer-experience teams at large companies, and lightweight post-purchase surveys small brands use mostly for attribution.
What voice-of-customer buyers wish they'd known
Collecting feedback is easy; the open text is where platforms fall short. Enterprise VoC runs on specialists, and some buyers pay enterprise prices to send surveys.
Why companies switch feedback and survey tools
Consolidation onto a platform already owned drives more moves than dissatisfaction. Qualtrics is the most common destination; none landed on Medallia.
Top complaints about feedback and survey tools
The suites draw complaints about doing too much, the light tools about doing too little. Price runs through both and is behind most moves.
What Buyers Actually Pay for Feedback and Survey Tools
Enterprise platforms are quoted and priced on the wider deal; self-serve tools meter seats and responses. Outside help and renewals add to the bill, and the cheapest benchmark is a survey tool already paid for.
What is a loyalty platform?
Enrolment, earn-and-burn, tiers and the member record. It also has the lowest ownership concentration of the categories compared here — no dedicated vendor reaches one buyer in twenty-five.
What is referral marketing software?
Among the lowest-rated products buyers describe: results disappoint more often than they succeed, few are quantified — and the tool is not always the problem.
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.
Why loyalty program launches slip
IT queues, vendors that sold what they hadn't built, months of program design — and none of these launches came in early.
Top complaints about loyalty platforms
Programs that hit a ceiling, data that doesn't move across systems, support and breakage — and the same complaints follow buyers from Punchh to Yotpo to Paytronix.
How to run a loyalty platform evaluation
How formal your process will be is decided before you start — and the document almost everyone writes is a business case, not an RFP.
Commerce & on-site experience
Platforms
Site search
CMS
Reviews
PIM
Post-purchase
Customer service
Almost no one says their ecommerce platform simply failed. It strained for a year, then something forced the issue.
75 studies
Salesforce Commerce Cloud alternatives buyers actually switch to
Its peers rate no better — commercetools 6.4, Adobe Commerce 6.2. The only higher-rated destination arrived from the other end of the market.
Adobe Commerce alternatives buyers actually switch to
Fourteen of sixteen departures that state where they went name Shopify. What divides happy buyers from unhappy ones isn’t development burden — it’s cost.
Which ecommerce platform do SMBs rate highest?
Scoped to companies under 500, the two Shopify tiers sit a tenth of a point apart — and 70% of Shopify Plus’s ratings come from that group against 11% of Salesforce Commerce Cloud’s.
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.
Real ecommerce replatforming timelines
Weeks for a simple SaaS move, years for a multi-market program — and launch day is rarely the end. Seven reasons replatforms run long.
What buyers actually pay for an ecommerce platform
The licence is only part of it: revenue-based fees, apps, hosting and the developers around the platform. 25 of 26 completed price-led moves went to Shopify.
Top complaints about ecommerce platforms
Shopify won't bend; the enterprise platforms need a developer for everything. Six complaints, and which ones put a contract in play.
The Shopify DTC stack: what brands run alongside Shopify
Klaviyo at the center, four times as common as on other platforms — and specialist apps, from Gorgias to Loop Returns, seen only in Shopify stacks.
The Salesforce Commerce Cloud stack: what retailers run alongside it
Half run Marketing Cloud and more of the suite besides — yet several describe real integration problems between Salesforce’s own Commerce Cloud and Marketing Cloud.
How to write an ecommerce replatform RFP
Eight sections — after the question that comes first: whether you’re buying at all. Plus who signs, and the risk the document never covers.
What is ecommerce site search?
Every store starts on the platform’s built-in search, so the real question is when it stops being enough — and the trigger is usually merchandising, not bad results.
Site search vs product recommendations
Search answers a typed query; recommendations fill a slot. Most tools skew hard toward one job — and the same teams shop for both.
What site-search buyers wish they'd known
The most-rated pure-play (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 buyers actually pay for site search software
Metered on search volume, gated by plan, run by people the licence leaves out; most price-led moves head to the platform's own search.
Top complaints about site search tools
Every tool draws the intent and data complaints; Algolia and Searchspring users fault running it, Bloomreach and Constructor users the missing lift.
How long site search implementations take
Few buyers can date one: about five months for one Shopify brand, about a year inside a replatform. The commerce platform and catalog set the clock.
What is a personalization engine?
It decides what a given visitor sees — but almost never as a product of its own. Most personalization arrives inside a tool bought for something else.
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.
What buyers actually pay for personalization software
Buyers describe pricing on traffic, credited orders, fixed fees and packages, tested against the lift it brings. Dynamic Yield was the origin of three price-led moves and the destination of two.
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.
Why companies switch personalization engines
A third of departures have no new vendor identified — and the builders are mostly large retailers. Capability, not price, is the complaint most often behind a move.
How long does a personalization engine implementation take?
Few buyers time the whole thing. The long waits come after signing, results still need validating after go-live, and engines go live one placement at a time.
Dynamic Yield alternatives buyers actually switch to
Leavers scattered to Adobe Target, Nosto, Algolia, Epsilon's Yieldify, a Shopify app, free tools or their own build; high raters left over its owner or to build.
What is headless commerce?
Buyers run it on Shopify far more than on a composable stack — and the cost lands where the architecture diagram doesn’t show it.
What is an order management system?
A job before it is a product: most companies run it in their platform, ERP or own code, and the case for a dedicated OMS grows when orders come from and go to several places and existing systems cannot keep up.
What is an ERP (enterprise resource planning)?
Rarely owned by ecommerce, yet it constrains what the storefront can do — and its migrations hold up other projects for years.
What is ecommerce fraud prevention software?
Three purchases under one label — and for order fraud, a dedicated vendor offering decisioning and sometimes a chargeback guarantee, or the screening built into your processor. Buyers judge both on the good orders they let through.
What is marketplace management software?
Two purchases that share vendors: brands selling on Amazon, Walmart and retailer marketplaces, and large retailers running their own — where some marketplaces dictate the connector.
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 buyers actually pay for a CMS
The cost of structure, of operation and of change — from Contentful's content model to AEM's specialists and open source's upkeep. Seven cost mechanics, and where price-led moves go.
Top complaints about CMS platforms
Developers and rigid templates on every platform; cost on AEM, Contentful and Sitecore, performance and security on WordPress.
Why companies switch CMS platforms
About two in three explained moves come with a commerce replatform, a site consolidation or another broader event. Sitecore and WordPress are replaced most often; AEM and Contentful are the leading destinations.
How long does a CMS migration take?
Single sites take months to over a year; multi-brand programs run for years in waves. None of the projects compared with a plan stayed on schedule; more slips were pauses than overruns.
What is a headless CMS?
Large enterprises are moving to it off suites; small direct-to-consumer brands are moving back. And about two in five run it on a suite in headless mode.
WordPress alternatives buyers actually switch to
Departures cluster two main ways — up to an enterprise suite for security and consolidation, or out to a design-first or developer-built site for flexibility.
Sitecore alternatives buyers actually switch to
Lowest of the eight CMS platforms in our ratings. Four of six departures went headless, two to Adobe — and Sitecore’s own upgrade is a substantial migration too.
Contentful alternatives buyers actually switch to
Cost comes up in six of seven exits, into Shopify or another CMS — while every buyer arriving from a heavier platform is a larger company.
The Contentful stack: what companies run alongside Contentful
Segment and Iterable nearly four times as common, product analytics about three times — and the front end, commerce link and personalization are the work around it.
Adobe Experience Manager (AEM) alternatives buyers actually switch to
Half of the leavers moved to another CMS, four to Contentful — while slightly more companies arrive, from Sitecore, WordPress and legacy platforms.
Which review platform do SMBs rate highest?
Scoped to companies under 500, Junip leads and every platform rated on both sides reads higher with larger companies — and two of them are rated almost only by SMBs.
What is review syndication?
A retail-distribution feature, not a reviews feature — and it comes up with about four in ten PowerReviews buyers against one in eight Yotpo buyers.
What reviews & UGC buyers wish they'd known
The biggest incumbent (Yotpo 6.7) rates below the focused challengers (Junip around 8.5). 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.
Top complaints about reviews and UGC platforms
Bazaarvoice draws complaints about service and price, Yotpo about the product — and the switches come over Shopify integration or cost.
Bazaarvoice alternatives buyers move to
Kept for one capability — reviews on retail partners' pages — and exactly one other platform here is named for that job. The better-rated alternatives answer a different question.
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 buyers actually pay for a PIM
What the plan counts, implementation, and what it costs to leave — and some buyers connect switching costs with difficult renewals.
Why brands switch PIM systems
Most moves start from spreadsheets, homegrown tools or the ERP, not another PIM — and a replatform usually sets the date.
Top complaints about PIM and syndication platforms
Salsify and Syndigo users on clunky interfaces, retailers moving faster than the platform, and requirements that limit the choice.
How long does a PIM implementation take?
Few buyers time the whole thing. A storefront launch can wait on the PIM, and loading the brands and connecting retailers often continue after go-live.
PIM vs DAM: what's the difference?
The definitions separate cleanly and the products don't. The sharper difference is in who shops for each — and only one of the two is bought by an unusual crowd.
What is product content syndication?
The PIM job, not the feed job: syndication comes up with about seven in ten Syndigo buyers and almost none of Feedonomics’ or Productsup’s.
Which post-purchase platform do SMBs rate highest?
Scoped to companies under 500, the same five land in the same order as they do under 200 — and four of them are rated by too few larger companies to compare.
What returns & post-purchase buyers wish they'd known
The native tools (Loop Returns 7.6) out-rate the enterprise incumbent (Narvar 7.3). Seven lessons: returns is retention, drive exchanges over refunds, buy for the job.
Narvar alternatives buyers actually switch to
Narvar rates 7.3/10 and most buyers are content — but it rates nearly a point lower with Shopify merchants, and the few who leave for another vendor mostly come from Shopify storefronts, none of them to the most-rated alternative.
What buyers actually pay for returns and post-purchase software
Tiers, labels and shipping protection set the bill — and three buyers who weighed leaving on price stayed after the vendor cut it.
What subscription-management buyers wish they'd known
A clustered mid-pack category (Recharge 7.1). Seven lessons: the tool doesn't fix churn, flexibility is retention, and migrating live subscriptions is brutal.
What buyers actually pay for subscription-commerce software
The fee is what buyers argue about; migration is what keeps them in place. Seven cost mechanics, and the moves made on price.
Top complaints about subscription management platforms
Recharge and Ordergroove draw the same six complaints. Price most often prompts shopping; a rigid fit appears in the most completed moves.
What is subscription management software?
One word, several businesses: subscribe and save runs on store apps, digital subscriptions usually elsewhere. Dedicated tools are named far less often above $100M in revenue.
How long does a subscription platform migration take?
First launches on an app took weeks; one company leaving its own system took more than a year. And recurring billing has to keep working after the cutover.
Why brands switch subscription platforms
About a third of moves came with a change of online store, and in each the new tool suited the new store. Brands left their own builds, and none went back.
Recharge alternatives buyers actually switch to
Few brands completed a move, all before Recharge bought Skio, the most common destination. Who owns each alternative now, and what brands name since.
Do you need an AI chatbot for ecommerce?
Most teams asking already have one. Two different jobs hide behind the phrase — and the in-market demand is mostly replacement.
What is contact center software?
Routing stays on the platform. The customer record, AI agents and quality monitoring often don't.
Which helpdesk platform do SMBs rate highest?
Scoped to companies under 500, Gorgias leads on much the largest sample — and Zendesk is the only one of four that reads higher with larger companies.
What ecommerce CS-platform buyers wish they'd known
The ecommerce-native tool (Gorgias 7.7) 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.
Top complaints about helpdesk platforms
A clunky interface, AI that isn't there yet, weak reporting — while the ticketing at the core rarely draws a complaint.
Zendesk alternatives buyers actually switch to
Zendesk rates 7.1/10 — but not evenly. It rates nearly a point lower with buyers running a Shopify storefront, yet almost none of them name ecommerce fit as the problem.
What buyers actually pay for a customer service platform
Seats, tickets, usage and AI add-ons set the bill. Zendesk was the origin of four price-led moves; Gorgias the destination of two and the origin of two.
How long does a helpdesk migration take?
Few buyers time the move itself. The suite, the contract and, for some, the outsourcer set the date, and the phone system and the AI can run on their own schedules.
Market shifts
MarTech strategy
AI search & SEO
Retail media
Buyers now ask whether they’re in ChatGPT’s answer, and a tool category they weren’t naming until mid-2025 is already on their shortlists.
27 studies
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 →What buyers use AI content creation for
It works on one asset and degrades at every step toward scale — and the last rung, knowing whether it worked, is missing.
What are AI productivity tools?
The standard follows the office suite, teams pick on quality — so two in five companies run more than one assistant, governed closely and measured loosely.
The Adobe Experience Cloud stack: what brands run alongside Adobe
Two in three brands on Adobe Analytics, AEM or Target also use Salesforce — and name Marketing Cloud nearly three times as often as Adobe’s own email tools.
How company size shapes the stack
The median subscription-tool buyer has a few dozen staff; the median CDP buyer has thousands. In every category checked, the most-rated product changes with size.
Do marketing tools follow people to their next company?
Movers’ new stacks overlap with their old ones twice as much as a peer’s. Email and SMS platforms travel most; commerce platforms stay with the company.
Build or buy? What buyers build in-house, and what they buy
Storefronts move onto vendors about two to one; attribution, recommendations and testing move in-house five to one. AI made building a routine question, not yet a routine answer.
Buy, Hold or Cut? What Economic Uncertainty Does to Software Buying
Uncertainty raises the bar more than it cuts: about two in three software holds start inside the company, and tariffs reached a software decision for about one buyer in ten.
Does company size change how buyers rate software?
Split the ratings at 1,000 employees and two platforms move more than a point — while both groups’ overall averages sit all but identical.
How software buyers actually find vendors
The shortlist is decided before the evaluation starts. Four routes to it — and the blind spot each one hides.
What is agentic commerce?
The most-named priority in ecommerce with the fewest tools behind it. What brands are actually piloting — and what it comes out of.
What is answer engine optimization (AEO)?
Buyers can’t agree on the acronym — but they are spending. Four routes to AEO budget, and why buying a tool is the last one.
What AI-visibility buyers wish they’d known
Prompt lists shape what the tools measure, and reporting runs ahead of action. Six lessons from buyers who shortlisted, piloted and bought.
What buyers actually pay for AI-visibility tools
A new budget line with five routes to pay for it — a dedicated tool, a suite add-on, an agency, your own people, or waiting. Proving the return is the harder sell.
Top Complaints About AI Visibility Tools, According to Buyers
Figures whose method buyers can't see, coverage set by the prompts a tool runs, and SEO-suite AI modules buyers judged behind — the complaint seen beside several moves.
What SEO buyers wish they'd known
The numbers are estimates, no one suite covers the job, and a platform does not replace an SEO person. Six lessons, with the ratings.
Semrush alternatives buyers actually switch to
Well liked at 7.7, and rarely left over dissatisfaction. Half the moves go to enterprise SEO platforms, and AI search comes up in five of the eight.
What buyers actually pay for SEO tools
Self-serve and enterprise sit several times apart, and add-ons decide the rest. Price-led moves go to cheaper tools; one AI-search move went the other way.
Top complaints about SEO tools
Add-ons and credits on Semrush, a platform that outruns the team on BrightEdge, estimates on Similarweb. Nearly half of complaint-driven moves did not lead to another SEO platform the company runs.
Why companies switch SEO tools
Self-serve suites are mostly left for another tool; enterprise-platform exits more often change how SEO work is done. An agency change appears in about a quarter of explained moves.
What is SEO software?
Bought to climb the rankings, used nearly as often to watch competitors. Named about as often under $100M in revenue as over $10B; size changes the kind of tool.
What is retail media?
One name, two opposite investments — brands find the fragmentation expensive to buy across, and it is the same fragmentation that makes retailers’ inventory hard to sell.
What retail media buyers wish they'd known
A network's own incrementality study is the network grading its own homework, and measurement breaks on the data first. Eight lessons, with ratings for Pacvue, Skai and CommerceIQ.
Top complaints about retail media platforms
Each kind of tool draws its own complaint: price on the digital-shelf trackers, skills on Amazon's tools, service on CommerceIQ. Price is behind the most switching decisions.
What buyers actually pay for retail media tools and services
The money goes four ways — networks, platforms, agencies, digital-shelf tools — and each is priced differently. Seven cost mechanics, and why the renewal is when the price moves.
Why Brands Switch Retail Media Tools
Brands change who runs their retail media about as often as the tool, and many swaps follow an agency, a person or a global push to one platform.
Head-to-head comparisons
172 comparisonsVendor vs. vendor, from buyer interviews
Klaviyo vs. Attentive, Braze vs. Iterable, Gorgias vs. Zendesk and the rest — what buyers praise and complain about on each side, and the questions they say actually decided it. No scores, no winner. Browse by software category or by vendor.
All comparisons →Your stack, read by the buyers who've run it
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