MTA, MMM, and unified measurement — 12 tools with honest positioning on methodology fit.
Holdout tests, geo-based lift, and platform-native experiments — when each method actually works.
Account-based attribution for 3–12 month sales cycles. Dreamdata, HockeyStack, Factors.ai.
iSpot.tv, EDO, VideoAmp, Samba TV — why streaming measurement is broken and how to navigate it.
Vistar, Broadsign, Geopath — why pDOOH buying precision and measurement reality are two different things.
Robyn, Meridian, Recast, and managed MMM services — open source vs managed and when to use each.
Optimizely, VWO, Statsig, LaunchDarkly — when to invest in a dedicated experimentation platform.
LiveRamp, UID2, Neustar, ID5 — why 30–50% match rates silently break your entire measurement stack.
LiveRamp, ZoomInfo, Acxiom, Clearbit — the layer that determines how much of your CRM reaches your activation stack.
6sense, Demandbase, Bombora, G2 Buyer Intent — probabilistic signals, not purchase proof.
Segment, mParticle, RudderStack, Treasure Data — the right CDP for your data maturity and team size.
Snowflake DCR, LiveRamp, InfoSum, Habu — privacy-safe collaboration and when it's worth the complexity.
Google Tag Manager, Tealium, Segment as collection layer — when you need a TMS and when you've outgrown one.
The Trade Desk, DV360, Amazon DSP, Xandr — your DSP choice is an architectural decision about data access, not just buying.
Amazon Ads, Walmart Connect, Criteo — fastest-growing channel where every retailer grades their own homework.
Smartly, Skai, SA360, Albert — the campaign management layer, and why Performance Max optimizes toward platform metrics, not yours.
Spotify Ads, Podscribe, Magellan AI — attribution is still promo codes and pixel heuristics. Here's why and what works.
Motion, VidMob, Neurons, Pencil — post-iOS 14, creative is the primary performance lever. Here's how to measure it.
Impact.com, Partnerize, CJ Affiliate — why last-click affiliate attribution systematically overpays coupon sites.
Klaviyo, Attentive, Iterable — which lifecycle platform fits your revenue stage and channel mix.
Braze, MoEngage, SFMC — enterprise-scale cross-channel orchestration, and when you actually need it.
Workfront, Uptempo, Wrike — UTM governance is the cheapest attribution infrastructure and the most commonly broken.
HubSpot, Marketo, Pardot — demand generation and lead nurturing platforms by company stage.
Hightouch, Census — syncing warehouse data back to operational tools and why this unlocks the rest of your stack.
Looker, Tableau, Power BI, Sigma — the semantic layer problem: why two dashboards show different ROAS numbers.
Semrush, Ahrefs, BrightEdge, Botify — organic share of voice as a leading indicator, not just rankings.
Smartly, Albert, Writer, 1mind — what separates real AI from LLM wrappers, and why Performance Max is already an agentic system.
Not sure which MarTech category to start with?
Answer 5 questions about your company type, team size, and budget — get a complete stack recommendation with the tools from each layer that fit your situation.