I've spent the last two years studying what goes wrong in admin-heavy products — internal tools, SaaS back offices, ops dashboards. The failure modes are weirdly consistent. Here are the five I'd avoid if I were starting fresh today.
You build a table. It has filters, sort, pagination, maybe a search box. You put all of that in useState. Works fine on screen one.
Then a customer asks: "Can I share a link to this filtered view?" You can't. Then: "When I click into a row and back, my filters are gone." You're rebuilding the whole thing as URL-driven six weeks in.
Build it URL-driven from day one. ?status=open&sort=-createdAt&page=2. Filters survive reloads, links are shareable, the back button works, and you get bookmarking for free.
if (user.role === 'admin') scattered across 40 components. By month 3 you can't answer "who can do what" without grepping the codebase. By month 6, you ship a permissions bug to production.
Pick a real authorization library (CASL is what I use) and define abilities in one place. Components ask "can this user do X?" and don't know about roles at all. Routes guard themselves. Adding a role becomes an admin/configuration change instead of a frontend audit.
Every founder I've worked with builds the happy path first, then bolts on spinners and "no data" messages screen by screen. The result is 14 different loading spinners and 8 different ways to say "nothing here yet."
Pick one Empty, one Loading, one Error component on day one. Use them everywhere. Boring, fast, consistent. It is not glamorous, but it compounds — every shared state component removes one more tiny product decision from every future screen.
Every page has its own form state, its own validation logic, its own "is the submit button disabled?" rule. By feature 5, two engineers handle the same edge case differently.
Pick a form library (react-hook-form + Yup is my default), build one set of input wrappers that handle the validation/error display contract, and never touch raw HTML inputs in feature code again.
Each new entity gets its own bespoke details layout. Tabs in different places, "edit" behaving differently, breadcrumbs reinvented, the activity log on the right one page and on the bottom the next.
A details page is a pattern: header + tabs + main panel + side metadata + activity. Build it once. Every entity uses the same skeleton. Customers stop being confused. Engineers stop debating layout.
The common thread: the cost of an admin panel isn't the first feature. It's the fourth. The patterns that hurt aren't the ones that look wrong on screen one — they're the ones that look fine until you have five entities and the codebase starts contradicting itself.
I'd love to hear from anyone here who's been through this. What was the pattern you wished you'd standardized earlier?
— I built a React admin foundation called Coreola that bakes these patterns in by default. Happy to link in a comment if anyone's curious, but the post stands on its own.
Strong list. I've seen almost every one of these become painful once a product reaches a certain level of complexity.
One pattern I'd add is not standardizing API data fetching and caching early enough. Teams start with direct fetch calls inside components because it's quick, then six months later every screen handles loading, retries, cache invalidation, and error states differently. Moving to something like React Query later becomes a migration project instead of a simple foundation choice.
I also completely agree on URL-driven state. It's one of those things that feels unnecessary on day one and becomes a major regret when users start sharing views and expecting browser navigation to behave naturally.
The point about the cost being in the fourth feature rather than the first is spot on. Most architecture decisions look fine until the product starts repeating patterns and the inconsistencies begin multiplying.
Totally agree.
API state is another one that feels harmless early and becomes painful later.
In Coreola, this is handled through a shared
baseQuery, so authentication, request tracking, centralized error handling, pagination normalization, and snackbars live in one place instead of being reinvented per screen.Feature code should focus on the feature, not on solving the same API plumbing again and again.
That's exactly the kind of thing I wish more teams standardized earlier.
I've seen projects where authentication, error handling, retries, notifications, pagination, and request tracking all evolved differently across teams, and eventually every new feature required solving the same plumbing problems again. It slows down development more than people realize.
I like the idea of pushing those concerns into a shared layer so feature teams can focus on business logic instead of infrastructure. That's usually where the biggest productivity gains come from as the product grows.
I'd be interested in learning more about how you've structured Coreola overall. It sounds like we've run into many of the same scaling challenges. If you're open to it, I'd be happy to connect and exchange ideas sometime.
This is a useful breakdown, and I think the pain is real.
The bigger question for Coreola may not be whether founders hate rebuilding admin panels. They clearly do. The harder decision is which buyer feels enough risk from messy admin work to pay for a foundation before they start building.
That changes the positioning a lot. A solo founder, an agency, and a small SaaS team all read this pain differently.
I wouldn’t solve that loosely in the thread because the wrong first buyer can make a strong product feel harder to sell than it actually is.
If you’re open to it, share your email and I’ll put the tighter buyer-positioning read together properly.
That’s a very fair point.
The pain is real, but different buyers feel it at different moments.
My current thinking is that solo founders may use Coreola as a boilerplate to move faster, agencies may value repeatability, and small SaaS teams may care more about consistency as the product grows.
I’m also thinking about Coreola as a learning/reference project — a practical example of how to structure a serious admin product, even for people who later decide to build their own foundation from scratch.
I’d be happy to hear your take on positioning.
Possibly.
The part I'd be careful with isn't something I'd unpack casually in a thread.
If you'd like the tighter version, drop your email and I'll put it together properly.