Data leaders panel: Building a mature analytics workflow
Despite technological and process advancements, analytics in practice still suffers from the same problems it did a decade ago: low velocity, inaccurate results, impaired trust…all with increased costs. Progress has been made, but there is more we can do.
In a recent letter Tristan Handy, Founder & CEO at dbt Labs, put forward the Analytics Development Lifecycle (ADLC). ADLC is relevant to an entire analytical system, from ingesting data to transforming it to analyzing it to building data products on top of it. He signed off the note with this thought: “What is required now is to collectively roll up our sleeves and push the conversation forward in every single arena.”
We pick up the discussion here in a virtual panel moderated by dbt Labs with Tristan, and special guest data leaders from Cox Automotive and Salesforce.
“Centralized data teams are often asked to be a catch-all for data related issues. We deal with infrastructure issues, business logic issues, data quality issues, and we…create bottlenecks…My data team can’t scale fast enough to meet the needs of the company. [dbt Cloud] enables us with a distributed model of data management.” - JetBlue
“It was chaos. Now everything's centralized. There's more transparency and much more visibility....dbt has improved our data quality, as well as enabled safe collaboration.” - Dish Digital Solutions
“dbt professionalized all transformation steps and enabled us to scale, minimize risk, and increase stability,” - Plentific
Our speakers expand on building a consistent, shared analytics framework and discuss:
- Requirements of a mature analytics workflow including velocity, governance, and resiliency.
- How the phases of the ADLC relate to and influence each other.
- Collaborating across the three ADLC personas: The engineer, the analyst and the decision maker.
- Ways to measure and evaluate workflow maturity in an organization.
Watch on-demand as our panelists deliver their tips for scalable analytical practices.
Meet our speakers:

Brian Lloyd-Newberry
AVP, Architecture
Cox Automotive

Srini Vemuru
Sr. Director, Data Platforms & Engineering
Salesforce

Tristan Handy
Founder & CEO
dbt Labs

Alex Welch
Head of Data
dbt Labs