Since I wrote my first consumer-driven SQL contracts post I’ve had an opportunity to try the ideas out in a reporting and visualisation-centric context with a team that was interested in the idea.[Read More]
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Consumer-Driven Contracts for SQL Data Products
dbt announced “model contracts” in the recent v1.5 release. This looks like a great feature for dbt, but reminded me that I’ve been using contract testing with dbt for a couple of years now, inspired by Pact consumer-driven contracts, but never talked about it. There are some differences, for example: dbt’s new feature is very dbt-centric, the approach I’ve used isn’t - dbt certainly helps, but it isn’t necessary. There’s a GitHub repo to follow along with.[Read More]
Checking your Dependencies
Following high-profile incidents like the 2017 Equifax Breach, checking your dependencies for vulnerabilities is a common practice today. We can use great tools like OWASP Dependency Check, Trivy and Snyk in our builds to raise the alarm when vulnerabilities are found.
The question that I find comes up isn’t whether we should check dependencies - but when?[Read More]
So this annoying and trivial little problem catches me out every so often. I am always misled by the error message! You’ll see what I mean shortly. For context, it usually happens when I’m working in Docker containers on a build.[Read More]
Helm Charts for Argo Workflows
Argo is a lightweight, Kubernetes-native workflow solution. Workflows are implemented as Kubernetes manifests, so Helm is a natural choice for packaging them.
Helm also supports templating values which can be really helpful - but that’s where we run into a problem. Helm uses mustache-style string interpolation, and so does Argo.[Read More]