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Where are you on the Analytics Maturity Curve?

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Finding a Better Way to Interview Engineers

Like most startups, we want to build a team that ships software fast and at high quality. How should we interview engineers? This is a difficult problem: how can you be confident what it will be like to work with someone, given only one day of their time to make an assessment? How do you […]

How We Found a Missing Scala Class

Here’s a fun tale of debugging that starts off with a common alert nagging our on-call rotation, leads us to a very confusing NoClassDefFoundError, and ends up with us knowing a lot more about dynamic tracing in the JVM. An on-call annoyance We use Flink to compute near-real-time aggregations based on incoming events. Flink is […]

Data Virtualization is Reshaping Analytics

A top reason customers choose Heap is for the ability to automatically capture customer behaviors on their website and integrate them with the rest of their customer data stack: shopping carts, payment platforms, CRM, email marketing, and A/B testing suites, to name a few. Heap makes sure that you have all the data you need […]

Testing Database Changes the Right Way

Under the hood, Heap is powered by a petabyte-scale cluster of Postgres instances. Our dataset is large, and our customers run a wide variety of open-ended, ad hoc analytical queries that cover large portions of this dataset. In order to support ever larger customers and more complex queries over such a large amount of data, […]

How We Write Front-end Code

Writing front-end code in a sufficiently complex web app has never been an easy task. With all the view, state management, and routing libraries out there, it can be hard to know how best to fit the pieces together. Through writing many thousands of lines of code for the Heap web app, we’ve found that […]

Enabling New Projects At The Recurse Center

We’re big fans of the Recurse Center. RC runs retreats for programmers, in which engineers spend six to twelve weeks working on self-directed projects. It attracts an eclectic crew of smart, curious people. As such, it’s an excellent organization for us to partner with. We started working with RC in 2015, and since then Recursers […]

How To Structure Permissions In A SaaS App

So you’re building a SaaS product and you want to serve real customers and start making those fat enterprise bucks. Great! Now you need to support weird stuff you’ve never heard of before like LDAP, SAML, SSO, and… RBAC. What is RBAC? Role Based Access Control is a system for organizing permissions and specifying who […]

Decrypting PgBouncer’s Diagnostic Information

If you use Postgres at scale, at some point you’ll need a connection pooler. Postgres lets you configure a maximum number of concurrent queries via max_connections, but if you need to handle bursts of more than a few dozen connections at a time, you probably don’t want to provision a lot of connection slots to […]