From Silent Data Failures to Enforceable CI/CD Gates
LOCATION ADDRESS (Hybrid, in person or by zoom, you choose)
Valley Research Park
319 North Bernardo Avenue
Mountain View, CA 94043
Don’t use the front door. When facing the front door, turn right along the front of the building. Turn left around the building corner. The 2nd door should be open and have a banner and event registration.
If you want to join remotely, you can submit questions via Zoom Q&A. The zoom link:
[https://acm-org.zoom.us/j/95226212956?pwd=HnAedzSDGcYAYsCzTuavIvMYMFtILa.1](https://acm-org.zoom.us/j/95226212956?pwd=HnAedzSDGcYAYsCzTuavIvMYMFtILa.1)
Join via YouTube:
[https://youtube.com/live/cu5TDl8N2Mk](https://youtube.com/live/cu5TDl8N2Mk)
AGENDA
6:30 Door opens, food and networking (we invite honor system contributions)
**7:00** SFBay ACM upcoming events, introduce the speaker
7:15 speaker presentation starts
8:15 – 8:30 finish, depending on Q&A
Join SF Bay ACM Chapter for an insightful discussion on:
**Talk Description**:
Traditional CI pipelines answer whether code builds and tests pass, but data pipelines can deploy successfully while producing incorrect data. This session presents four enforceable gates organized by the defects they catch: transformation correctness, cross-system integration, contract compliance, and production observability. It explains which gates should block merges, which should block deployments, and how production incidents should become lower-layer regression tests. Examples use Spark, Kafka, CDC, and lakehouse failure modes.
Speaker Bio:
Kunal Jain, Software Engineer 3 at Adobe. I build and operate large-scale data platforms and hold a Master of Software Engineering in Scalable Systems from Carnegie Mellon University. I previously spoke at STAREAST 2026.
Links: [https://kunal-jain.com](https://kunal-jain.com/) | [https://linkedin.com/in/kunalpjain](https://linkedin.com/in/kunalpjain)
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Valley Research Park is a coworking research campus of 104,000 square feet hosting 60+ life science and technology companies. VRP has over 100 dry labs, wet labs, and high power labs sized from 125-15,000 square feet. VRP manages all of the traditional office elements: break rooms, conference rooms, outdoor dining spaces, and recreational spaces.
As a plug-and-play lab space, once companies have secured their next milestone and are ready to expand, VRP has 100+ labs ready to expand into.
https://www.valleyresearchpark.com/