ClickHouse vs Shortcut: Which Is Better in 2026?

ClickHouse is a blazing-fast, open-source, column-oriented database management system built for real-time analytics over massive datasets. Designed from the ground up for analytical (OLAP) workloads, ClickHouse can run complex queries over billions or trillions of rows with remarkable speed, making it a go-to choice for applications and platforms that need to analyze huge volumes of data quickly — from real-time dashboards and product analytics to observability, monitoring and large-scale reporting. Its performance has made it enormously popular in the data world.

The reason ClickHouse is so fast is its columnar storage and highly optimized query engine, which are purpose-built for the kinds of aggregations and scans that analytics require, rather than the transactional patterns traditional databases optimize for. This lets it deliver query results in a fraction of the time of conventional databases on large analytical workloads, and to ingest and handle very high volumes of data efficiently. Because it's open source, organizations can self-host it for full control and cost efficiency, and a managed cloud service (ClickHouse Cloud) is available for those who prefer not to operate it themselves. It powers analytics inside many products and data platforms, often behind the scenes.

ClickHouse is used by engineering and data teams that need fast analytics over large datasets — for real-time user-facing analytics, internal dashboards, monitoring and observability, and big-data reporting — and that value its performance, scalability and open-source nature. By making it possible to query enormous amounts of data in real time, it enables experiences and insights that slower databases simply can't support. Its growing adoption and the ecosystem of tools built on it reflect its importance in modern data infrastructure. As the demand for real-time analytics over ever-larger datasets keeps rising, high-performance analytical databases are increasingly central. For teams that need blazing-fast, scalable, real-time analytics over massive data, ClickHouse offers a powerful, proven and widely-adopted solution.

Shortcut is a project management platform built specifically for software development teams that want the structure of agile planning without the heaviness and complexity that often comes with it. Many engineering teams feel caught between two bad options: tools so simple they can't model real software work, and tools so sprawling and configurable that managing the tool becomes a job in itself. Shortcut deliberately sits in between — fast, focused, and opinionated enough to be useful out of the box, while still handling the realities of how software actually gets built.

The platform organises work into stories, epics, and iterations, giving teams a clear way to plan sprints, track progress on a kanban board, and connect day-to-day tickets to the larger initiatives they serve. Roadmaps tie the granular work up to strategy so everyone can see how today's tasks ladder into quarterly goals. Crucially for engineers, Shortcut integrates tightly with the development workflow — linking to code repositories so commits and pull requests connect to their stories, and automating status changes as work moves through the pipeline. That connection between the plan and the code is what keeps the project board honest instead of becoming a stale parallel universe nobody updates.

Shortcut is a great fit for startups and mid-sized software teams who find lightweight to-do apps too thin but enterprise project suites too bloated and slow. Its speed and clean design mean developers actually keep it up to date, which is the whole point — a project tool only delivers value if the team genuinely uses it. By focusing squarely on the needs of people who ship software and cutting the rest, Shortcut helps engineering teams plan realistically, stay aligned, and move quickly, without the friction that makes so many teams quietly abandon their project management tool altogether. For engineering teams that want to plan like a disciplined organisation while still moving at startup speed, Shortcut hits a balance few tools manage.