Vendors with Computed Traits / Aggregations
5 vendors are built around computed traits; another 76 offer it alongside something else. 79 of 81 grades below link the page on the vendor's own documentation they were read from.
- 5
- core
- 76
- supported
- 79 of 81
- with a cited source
- last checked
Built around computed traits
5 vendors · coreCore means the capability is central to what the product is — not merely present. This is the shortlist to compare.
-
ActionIQ (Uniphore CDP Agent) CDP No source recorded -
mParticle CDP Source: docs.mparticle.com -
Tealium AudienceStream CDP Source: docs.tealium.com -
Twilio Segment CDP No source recorded -
Zeotap CDP Source: docs.zeotap.com
Also offer computed traits
76 vendors · supportedGenuinely offered, but not what the product is for. Worth knowing when you already own one of these — it may cover the need without a new contract.
- Aampe
- Acoustic Connect
- Acquia CDP
- ActiveCampaign
- Adobe Experience Platform
- Adobe Journey Optimizer
- Adobe Real-Time CDP
- Agentforce
- Amperity
- Apache Unomi
- AppIce
- Aqfer
- AtData
- Auxia
- Bloomreach
- BlueConic
- Bluecore
- Blueshift
- Bruin
- Census (Fivetran Activations)
- Clerk.io
- Cordial
- Coveo
- CustomerLabs
- Customers.ai
- Databricks CustomerLake
- DataChannel
- DinMo
- Dotdigital
- Elevar
- Estuary
- GrowthLoop
- Hightouch
- HubSpot Marketing Hub
- imagino
- Improvado
- Insider (Insider One)
- Integrate.io
- Jitsu
- Keboola
- Klaviyo
- Klaviyo CDP (Advanced KDP)
- Lexer
- LiveIntent
- Lytics (Contentstack Data & Insights)
- Maestra
- Meiro CDP
- Microsoft Dynamics 365 Customer Insights
- MoEngage
- Nosto
- Optimizely Data Platform (ODP)
- Optimove
- Oracle Responsys
- Pega
- Peliqan
- Piano Subscriptions
- Polytomic
- PRDCT
- Raptor Services
- Redpoint
- Reltio
- RudderStack
- Salesforce Data Cloud (Data 360)
- Salesforce Marketing Cloud
- SAP Emarsys (SAP Engagement Cloud)
- SAS Customer Intelligence 360
- Simon AI
- Sitecore Personalize (SitecoreAI Conversion Optimization)
- Stacksync
- Syncari
- Tracardi
- Treasure AI
- Voyado
- Weld
- Zeotap Composable CDP
- ZEPIC
In practice
15 recipes · Martech Cookbook15 recipes in the Martech Cookbook need computed traits. Each is a worked use case: the problem, the patterns it composes, and where it fails. Written by Martech Therapy.
- Personalized product recommendations Surface the items the customer is most likely to want next, with explicit handling of the cold-start visitor, the privacy-restricted slice, and the rule that prevents the recommendations from collapsing to whatever everyone clicks
- Bid floor management via first-party signal Push first-party signals (predicted value, churn flag, recent conversion) to ad platforms as bid modifiers so the platforms stop paying premium for impressions that will not convert
- Trip-planning-to-booking nurture Match the content sequencing to the long consideration cycle the traveller is actually on, with the price-sensitive decision moment at the end where the booking either happens or moves to a competitor
12 more through inferred attribute generation.
Where these vendors sit
Related capabilities
- Data Unification / Profile Stitching 85 core
- Composable / Warehouse-native CDP 25 core
- Customer Data Platform 15 core
- Zero-copy Activation / Data Sharing 15 core
- Real-time Profile API 13 core
- Agentic CDP / Autonomous Orchestration 10 core
- Consent-aware Profile Management 4 core
- Schema Enforcement 2 core
Computed Traits / Aggregations — questions
Which vendors offer computed traits?
5 vendors in our catalog are built around computed traits — including ActionIQ (Uniphore CDP Agent), mParticle, Tealium AudienceStream, Twilio Segment, Zeotap. A further 76 offer it alongside their main job. 79 of the 81 claims cite a page on the vendor's own documentation. It is also called "aggregations"; the same record covers both.
What is the difference between core and supported computed traits tools?
Core means the capability is central to what the product is; supported means it is genuinely offered but is not what the product is for. Most grades come from three separate AI passes over the vendor's documentation, with only a majority verdict recorded; the rest were set by hand. If you already own a tool listed under "also offer", check it before buying a dedicated one.
What kinds of platforms have computed traits?
Most of the vendors here sit on the Customer Data Platform, Customer Engagement Platform, Reverse ETL shelves. That matters when a capability crosses categories — a CDP and a customer engagement platform can both offer computed traits without being the same kind of tool.
Which computed traits providers and companies should I shortlist?
Shortlist from the core list rather than the full one. 5 vendors are built around computed traits; the 76 below that offer it as a secondary job, which is usually enough if you already pay for one of them and not enough if this is the reason you are buying. We rank by what the evidence supports, never by company size or spend with us.
Is there a list of computed traits software?
This page is it, and it is generated from the catalog rather than maintained by hand — a vendor added tomorrow appears here on the next build if the evidence puts it here. 79 of 81 claims link the vendor's own documentation, and a blank cell means no verdict either way rather than "no".
Which of your tools already does computed traits?
Most stacks carry this capability more than once without anyone deciding to. Name the tools you run and the Instant Stack Audit reads them against the same evidence base as this page.
Takes about two minutes. Your overlaps and a savings estimate are free — no sign-up. An email address unlocks the costed roadmap.