● Bubble Architect Series · Performance Engineering Playbook

Our Bubble Performance Engineering Playbook

A slow Bubble app is not a Bubble problem — it is an architecture problem. Four root causes, six anti-patterns with their exact performance impact, and our four-step audit process that consistently achieves sub-one-second dashboard load times.

50xPossible Gain Per Fix
<1sDashboard Target
4Root Causes
Performance Architecture

A Slow Bubble App Is Not a Bubble Problem — It Is an Architecture Problem

Every slow Bubble app we have been asked to optimise has the same root causes: :filtered by instead of search constraints, live count queries on dashboard render, unpaginated repeating groups, and missing denormalisation. These are not platform limitations. They are architectural decisions made without understanding their performance consequences. Our performance engineering playbook addresses each one systematically.

50x

Possible speed gain: :filtered by to constraints
<1s

Target dashboard load time
0

:filtered by expressions in production
Pre-calc

All dashboard metrics
Performance Anti-Patterns We Eliminate

The Four Root Causes of Slow Bubble Apps

Anti-PatternWhat HappensPerformance ImpactOur Fix
:filtered by on any searchLoads ALL records to browser; filters in JavaScript50-100x slower than a constraint; gets worse as data growsReplace with search constraints. Zero exceptions.
Live counts on dashboard renderEach count triggers a full table scan per page load10-20 queries per dashboard page; 8+ second loadsDenormalise all counts; read pre-calculated numbers
Unpaginated repeating groupsBrowser renders 500+ DOM nodes; scrolling freezes3-10x slower rendering; memory pressure on mobilePaginate all RGs to 20 items; implement lazy loading
Deep relational chains in RG cellsN queries per row (one per relationship hop)N rows × N hops = exponential query countDenormalise key fields onto primary type; flatten the chain
Static data in data typesDB query for every status dropdown on every render5-10 unnecessary queries per page loadConvert to Option Sets: zero DB queries, instant render
Multiple sequential API calls on renderEach call adds 200-1500ms; blocks page render2-8 seconds of blocking API calls per page loadMove to backend workflows; preload via page load state
Our Performance Optimisation Process

How We Audit and Fix a Slow Bubble App

Instrument the current performance

Before touching anything, we document baseline load times for every dashboard page using browser developer tools. We record which searches are being performed on each page load and note the record counts each search is processing. This baseline tells us where to focus effort and confirms improvement after each fix.

Audit every search expression

We review every ‘Search for’ expression in every workflow and every element data source. We identify every :filtered by and mark it for replacement. We identify every search missing a workspace constraint and flag it for both performance and security reasons. This audit typically takes 2-4 hours for a medium-complexity app.

Implement denormalised counters

For every count displayed on a dashboard or used in a plan limit check, we add a counter field to the Workspace record. We update this counter in every workflow that creates, deletes, or changes the counted records. We update the element data source to read from the counter instead of performing a count search.

Establish pre-loading patterns

For pages that display multiple data items, we implement a page load workflow that fetches all needed data in a single batch and stores it in page-level custom states. Elements read from states rather than performing individual searches. Dashboard render time typically drops 60-80% from this single change.

Work With a Bubble Architect

Most developers build Bubble apps. We architect them. Data models designed for scale, multi-tenant security built from day one, Stripe billing that never fails, and workflows engineered for performance. This is what a Bubble Architect delivers.

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Our Bubble Performance Engineering Playbook
Simple Automation Solutions — Bubble Architects · sasolutionspk.com

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