Walker Sands and Chief Martech released a State of Marketing Technology 2017 survey whose respondents rated 48% of their companies and 60% of themselves personally as innovators or early adopters of marketing technology.

Dataiku has received a $14 million Series A investment to expand its integrated predictive application development platform. The system combines data ingestion, preparation, analysis, visualization, workflow, predictive analytics, collaboration, and deployment. It works on several big data platforms and runs primarily in-house. This is a generic system, not specifically for marketing. But it illustrates the continued maturation of the technologies that underlie CDPs.

The build-vs-buy debate never ends, and sometimes build really makes sense.  But buy is clearly the way to bet: just 17% of martech replacement projects chose a homegrown solution this year, according to this MarTech survey.  That’s down from 31% the year before.  CDPs were among the least common replacements, maybe because they’re awesome and maybe because most CDP implementations are fairly new.  Download for more fun facts.