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We Serve Millions of Requests on a Single VM

https://gametorch.app/blog/how-we-serve-millions-of-requests
1•gametorch•1m ago•0 comments

Neither AI nor E Ink can make touchscreen trackpads a good idea

https://www.engadget.com/computing/laptops/neither-ai-nor-e-ink-can-make-touchscreen-trackpads-a-good-idea-202505733.html
1•Bluestein•3m ago•0 comments

CSS conditionals with the new if() function

https://developer.chrome.com/blog/if-article
1•avivkeller•4m ago•0 comments

The American Party

https://www.americanparty.lol/
1•stophecom•5m ago•0 comments

Show HN: We paused our best-performing ad

https://www.kruxel.com/
1•bmahir•6m ago•0 comments

How the Hottest Place in India Survives

https://www.nytimes.com/2025/07/01/world/asia/india-heat.html
1•mitchbob•6m ago•1 comments

Comet, the browser from Perplexity – Browse at the speed of thought

https://www.perplexity.ai/comet/gettingstarted
1•gfortaine•6m ago•0 comments

Future of the Login Status API

https://github.com/w3c-fedid/login-status/issues/8
1•mooreds•8m ago•0 comments

Just Ask for Generalization

https://evjang.com/2021/10/23/generalization.html
1•jxmorris12•9m ago•0 comments

'Positive review only': Researchers hide AI prompts in papers

https://asia.nikkei.com/Business/Technology/Artificial-intelligence/Positive-review-only-Researchers-hide-AI-prompts-in-papers
3•joak•10m ago•0 comments

What every programmer should know about how CPUs work [video]

https://www.youtube.com/watch?v=-HNpim5x-IE
2•bschne•10m ago•0 comments

Ask HN: What are the best resources to help with health insurance denials?

2•cigna•10m ago•0 comments

Wind Knitting Factory

https://www.merelkarhof.nl/work/wind-knitting-factory
5•bschne•11m ago•0 comments

Call center staffers explain how AI assistants aren't great

https://www.theregister.com/2025/07/02/call_center_ai_assistants/
2•speckx•12m ago•0 comments

High-Fidelity Simultaneous Speech-to-Speech Translation

https://arxiv.org/abs/2502.03382
2•Bluestein•13m ago•0 comments

Gameboy Camera Photography

http://www.ekeler.com/gameboy-camera-photography
1•azhenley•14m ago•0 comments

Kyutai 1.6B Streaming TTS

https://huggingface.co/kyutai/tts-1.6b-en_fr
3•robotswantdata•17m ago•0 comments

How to make writing less hard

https://www.oliverburkeman.com/onwriting
1•smartmic•19m ago•0 comments

Ask HN: How can I make 1M dollars?

3•roschdal•22m ago•1 comments

H.R.1 Sec. 70302. Full expensing of domestic research, experimental expenditures

https://www.congress.gov/bill/119th-congress/house-bill/1/text#:~:text=SEC.%2070302.%20FULL%20EXPENSING%20OF%20DOMESTIC%20RESEARCH%20AND%20EXPERIMENTAL%20%0A%20%20%20%20%20%20%20%20%20%20%20%20%20%20EXPENDITURES.%0A%0A%20%20%20%20(a)%20In%20General.%2D%2DPart%20VI%20of%20subchapter%20B%20of%20chapter%201%20is%20amended%20by%20%0Ainserting%20after%20section%20174%20the%20following%20new%20section%3A
3•ericpauley•22m ago•1 comments

YouTube Targets Mass-Produced Content in Monetization Update

https://www.searchenginejournal.com/youtube-targets-mass-produced-content-in-monetization-update/550337/
4•Bluestein•22m ago•0 comments

Speeding up PostgreSQL snapshots (pgstream)

https://xata.io/blog/behind-the-scenes-speeding-up-pgstream-snapshots-for-postgresql
1•mebcitto•23m ago•0 comments

RawBench: A minimal prompt evaluation framework

https://github.com/0xsomesh/rawbench
1•handfuloflight•23m ago•0 comments

Seeking feedback on a new row-level DB auditing tool (built by a DBA)

2•nitin_flanker•24m ago•1 comments

Calling Out Russia: France's Shift on Public Attribution

https://warontherocks.com/2025/07/calling-out-russia-frances-shift-on-public-attribution/
1•throwawayffffas•25m ago•0 comments

Himalayan Glaciers Are Surging

https://www.mdpi.com/2073-4441/15/18/3215
1•bilsbie•28m ago•0 comments

Military doctors say they're not getting enough experience for combat care

https://taskandpurpose.com/news/military-medicine-combat-care-shortfall/
3•PaulHoule•30m ago•1 comments

Steady Hiring Added 147,000 Jobs to U.S. Economy in June

https://www.wsj.com/economy/jobs-report-june-2025-unemployment-economy-c1f54222
1•JumpCrisscross•31m ago•0 comments

AI makes cancel buttons nearly impossible to click

https://cancelguard.xyz/
5•altertable•31m ago•0 comments

Euler's Theorem from Scratch

https://rubberduckmaths.com/eulers_theorem
1•AnotherGoodName•32m ago•1 comments
Open in hackernews

Poor Man's Back End-as-a-Service (BaaS), Similar to Firebase/Supabase/Pocketbase

https://github.com/zserge/pennybase
100•dcu•5h ago

Comments

Octoth0rpe•4h ago
I like the simplicity of the approach. I've been following trailbase for this purpose as well: https://trailbase.io

I appreciate how it seems like we have a spectrum of similar options emerging now for simple backends, ranging from pennybase to trailbase to pocketbase. I do hope one of them eventually implements postgres as an alternative to sqlite at some point though.

miroljub•4h ago
I don't understand why create a new project instead of contributing to Pocketbase, which looks very similar. What does it bring that is not already there in Pocketbase?
jitl•4h ago
Minimalism. It’s tiny and its data can be completely administered with `vim` and `sha256sum`

Given the setup I’d guess it makes sense for little household scale apps w/ a user list in the low tens of people.

Imustaskforhelp•3h ago
I always used to feel this about why? But I mean, I've always felt like its the author's choice as to why they are doing this. And we think of it as a binary option (That they want to contribute to some other project or this) but I feel as if we don't think that maybe we had a binary option of this or absolutely nothing.

Now what I do like though is the second line of your post. What are the comparisons... Now IMO, the biggest thing is that this thing is genuinely really tiny (less than 1k loc is wild) and maybe they really followed the occam's razor and just ditched sql and the simplest sql (sqllite) altogether for the sweet csv.

I never thought there would be a day where I would have to say that sqlite would be the one complex given how in all senses sqlite is like the most simplest / embeddable sql database or databases in general. Maybe I am going into a tangent but I love sqlite and what pocketbase does tbh. I think of sqlite + per user db and I just get so happy thinking about this architecture tbh. I love sqlite.

skeeter2020•3h ago
>> What does it bring that is not already there in Pocketbase?

NIH mostly.

A big part of why PocketBase is so good is because the project is aggressively constrained, both in features and contributions. I'd suggest people contribute to the ecosystem, which is big and growing.

zserge•3h ago
To be fair, the project is linked to the blog post I recently wrote, so it's merely a tiny personal/educational project.

I tried to experiment with an API similar to what k8s api server offers: dynamic schemas for custom resources, generated uniform REST API with well-defined RBAC rules, watch/real-time notifications, customisation of business logic with admission hooks etc.

I also attempted to make it as small as possible. So yeah, I don't try to compete with Pocketbase and others, just trying to see what it takes to build a minimally viable backend with a similar architecture.

The choice of the "database" is dictated by the very same goals. I deliberately made it an interface, better databases exist and can be plugged in with little code changes. But for starters I went with what Go stdlib offers, and CSV is easy enough to debug.

TekMol•4h ago
Do we still need a back-end, now that Chrome supports the File System Access API on both desktop and mobile?

I have started writing web apps that simply store the user data as a file, and I am very pleased with this approach.

It works perfectly for Desktop and Android.

iOS does not allow for real Chrome everywhere (only in Europe, I think), so I also offer to store the data in the "Origin private file system" which all browsers support. Fortunately it has the same API, so implementing it was no additional work. Only downside is that it cannot put files in a user selected directory. So in that mode, I support a backup via an old-fashioned download link.

This way, users do not have to put their data into the cloud. It all stays on their own device.

thomascountz•4h ago
TIL! I enjoy building cloudless apps and have been relying on localstorage for persistence with an "export" button. This is exactly what I've been looking for.

A lot of what I've read about local-first apps included solving for data syncing for collaborative features. I had no idea it could be this simple if all you need is local persistence.

gavmor•4h ago
What about those of us who use multiple devices, or multiple browsers? I've been using local storage for years and it's definitely hampering adoption, especially for multiplayer.
TekMol•1h ago
One approach might be to save the file to a shared drive like Google Drive?
gavmor•26m ago
Not sure I trust Dropbox to merge data. What happens when I want to migrate my data structures to a new schema?
nico•3h ago
> Do we still need a back-end, now that Chrome supports the File System Access API on both desktop and mobile?

Could this allow accessing a local db as well? Would love something that could allow an app to talk directly to a db that lives locally in my devices, and that the db could sync across the devices - that way I still get my data in all of my devices, but it always stays only in my devices

Of course this would be relatively straightforward to do with native applications, but it would be great to be able to do it with web applications that run on the browser

Btw, does Chrome sync local storage across devices when logged in?

porridgeraisin•2h ago
> Btw, does Chrome sync local storage across devices when logged in?

No, but extensions have an API to a storage which syncs itself across logged-in devices. So potentially you can have a setup where you create a website and an extension and the extension reads the website's localStorage and copies it to `chrome.storage.sync`.

Sounds like an interesting idea actually.

nico•1h ago
That's a clever solution

I've been playing with chrome extensions recently, and have made them directly talk to a local server with a db. So using extensions, it's relatively easy to to store data locally and potentially sync it across devices

I like the idea of leveraging chrome.storage.sync though, I wonder what the limitations are

porridgeraisin•1h ago
> I wonder what the limitations are

https://developer.mozilla.org/en-US/docs/Mozilla/Add-ons/Web...

says that there is a 100kb limit, and a 512 KV pair limit per extension.

Quite limiting, but if this pattern becomes popular I don't see why it can't be expanded to have the same limit as localStorage (5MB)

gausswho•3h ago
At least on the Android front, I'd prefer the app allow me to write to my own storage target. The reason is because I already use Syncthing-Fork to monitor a parent Sync directory of stuff (Obsidian, OpenTracks, etc.) and send to my backup system. In effect it allows apps to be local first and potentially even without network access, but allow me to have automatic backups.

If there were something that formalized this a little more, developers could even make their apps in a... Bring Your Own Network... kinda way. Maybe there's already someone doing this?

TekMol•1h ago
What do you mean by "storage target"?

Since the File Access API lets web apps simply use the file system, I guess you could just write the file to a shared drive.

fkyoureadthedoc•4h ago
> Another important file is _users.csv which contains user credentials and roles. It has the same format as other resources, but with a special _users collection name. There is no way to add new users via API, they must be created manually by editing this file:

    admin,1,salt,5V5R4SO4ZIFMXRZUL2EQMT2CJSREI7EMTK7AH2ND3T7BXIDLMNVQ====,"admin"
    alice,1,salt,PXHQWNPTZCBORTO5ASIJYVVAINQLQKJSOAQ4UXIAKTR55BU4HGRQ====,
> Here we have user ID which is user name, version number (always 1), salt for password hashing, and the password itself (hashed with SHA-256 and encoded as Base32). The last column is a list of roles assigned to the user.

I haven't had to handle password hashing in like a decade (thanks SSO), but isn't fast hashing like SHA-256 bad for it? Bcrypt was the standard last I did it. Or is this just an example and not what is actually used in the code?

reactordev•4h ago
Indeed bcrypt is preferred but this is just a simple backend. My first ick was using CSV as storage as opposed to golang’s builtin SQLite support.

A SQLite connection can be made with just a sqlite://data.db connection string.

jitl•4h ago
Golang does not have built in SQLite. It has a SQL database abstraction in the stdlib but you must supply a sqlite driver, for example one of these: https://github.com/cvilsmeier/go-sqlite-bench

However using the stdlib abstraction adds a lot of performance overhead; although it’ll still be competitive with CSV files.

reactordev•4h ago
Ok, one additional dependency to your go.mod - big deal. And by builtin I was referring to the database/sql module which was designed for this.
fkyoureadthedoc•4h ago
maybe this is why they used sha-256 too, it's in the stdlib whereas bcrypt is a package (even if "official")
ncruces•3h ago
The standard lib has pbkdf2 though.

I'm guessing the goal is that the file can be managed more easily with a text editor and some shell utils.

gtufano•4h ago
Most of the more common SQLite implementations for go require CGO and this is a pretty steep request, it's definitely more than a line in go.mod
jitl•2h ago
Well the project goal seems to be extreme minimalism and stdlib only, and the choice of human readable data stores and manually editing the user list suggests a goal is to only need `vim` and `sha256sum` for administration
ehutch79•3h ago
If it's in the examples, it WILL make it to someone's production code
zserge•3h ago
Like others have guessed, I limited myself to what Go stdlib offers. Since it's a personal/educational project -- I only wanted to play around with this sort of architecture (similar to k8s apiserver and various popular BaaSes). It was never meant to run outside of my localhost, so password security or choice of the database was never a concern -- whatever is in stdlib and is "good enough" would work.

I also tried to make it a bit more flexible: to use `bcrypt` one can provide their own `pennybase.HashPasswd` function. To use SQLite one can implement five methods of `pennybase.DB` interface. It's not perfect, but at the code size of 700 lines it should be possible to customise any part of it without much cognitive difficulties.

bob1029•2h ago
> isn't fast hashing like SHA-256 bad for it

Fast hashing is only a concern if your database becomes compromised and your users are incapable of using unique passwords on different sites. The hashing taking forever is entirely about protecting users from themselves in the case of an offline attack scenario. You are burning your own CPU time on their behalf.

In an online attack context, it is trivial to prevent an attacker from cranking through a billions attempts per second and/or make the hashing operation appear to take a constant amount of time.

ivanjermakov•4h ago
"Back End-as-a-Service" in the title is confusing. Consider adhering to the original project description.
tra3•4h ago
This is neat. Ruby on Rails -> Serverless (Firebase/Heroku/etc) -> Pocketbase etc?

What kinds apps are folks building with this? Are there any decently sized websites running on Pocketbase/trailbase?

TiredOfLife•4h ago
Or use something that has been used in production for decades like Laravel, Rails, Django or even Spring.
theyknowitsxmas•4h ago
This screams regex injection
zserge•2h ago
You might be right, but the only place where regexps are applied in code is for validating resource text fields (which is optional). Those regexps are defined in read-only schemas by the developer (if needed). Schemas are immutable. There seems to be absolutely no connection between the data transmitted over the API (i.e. what user can inject) and regexps. I'm not dismissing the idea that there might be plenty of other possible vulnerabilities in other areas of this toy project.
pavlov•4h ago
Why CSV instead of newline-separated JSON arrays?

Ambiguity in your storage format isn’t good in the long run… JSON lines can be trivially parsed anywhere without a second thought.

zserge•2h ago
In hindsight, JSONL would have been much easier to deal with as a developer. But I still don't regret picking CSV -- DB interface is pluggable (so one can use JSONL if needed), and I deliberately wanted to have different formats for data storage (models) and data transfer objects (DTOs) in the API layer, just like with real databases. I agree, CSV is very limited and fragile, but it made data conversion/validation part more explicit.
thayne•2h ago
or sqlite?
cxr•25m ago
You can always impose a rule, RFC 4180 notwithstanding, where every value is expected to be encoded exactly the way it would be in JSON. (So your CSV is really JSONL but with the values constrained only to primitives and where the square brackets are merely implied rather than (needlessly) occupying the first and last byte of every row.) This is basically the only reasonable way to do CSV in this decade. Totally unambiguous and extremely easy to parse while retaining quality of trivial read-and writability in a text editor.
jasonthorsness•4h ago
CSV database is interesting; probably the most trivially-debuggable a database can possibly be. Although why not SQLite? CSV is not very resistant corruption if host crashes midway through a write.
ncruces•3h ago
No dependencies apart from the standard library is my guess.
christina97•3h ago
Go doesn’t have sqlite in the stdlib?
jasonthorsness•3h ago
It doesn’t and using the standard 3rd party package requires compiling with CGO which is a pain for cross-platform :(
Imustaskforhelp•3h ago
theoretically there is a go port of sqlite by either using wazero[1] (wasm runtime) and then using sqlite from there or some modernc package[2](i am not sure what this website is except for the sqlite part, so maybe someone can clarify that though) There was also this wrapper of sorts to make the wazero thing genuinely easier to do and it was on r/golang but I don't remember its name but I do think it is semi popular.

[1]wazero:https://wazero.io/ [2]:https://pkg.go.dev/modernc.org/sqlite

ncruces•3h ago
For modernc you gave the correct link.

For the wazero based driver, it's this package (I'm the author): https://github.com/ncruces/go-sqlite3

kassner•3h ago
There is a CGO-free package for the basics: https://gitlab.com/cznic/sqlite

Not 100% drop-in though. I’ve hit some snags around VFS support.

animitronix•3h ago
Sorry, that acronym is already in use for banking as a service. Try again.
atentaten•3h ago
Can it do joins? I may have missed it in the doc.
MattDaEskimo•3h ago
My biggest issue with "cheaper" alternatives is the same pathway they all take.

Start cheap, gather market, then crank the costs after lock-in.

Even "open-source" is abused. First everything is open-source, and then reasons come out for why premium services will be closed source.

refulgentis•3h ago
This one isn't quite saying its cheaper, or even charging, I think you might get a laugh if you click through. I don't think we'll need to worry about the costs being cranked after lock-in.
Imustaskforhelp•3h ago
Is the word baas so horrified to people that they won't even click on the link to see that the code is a MASSIVE 1k loc (just using irony hehe)

But in all seriousness, I may be going on a tangent but I don't think that anybody can monetize code under less than 1k loc. Are there any cool examples anybody want to share?

Maybe "simple" api's would generally be the only thing that would be more monetizable and still fall under less than 1k loc. But still I would love hearing more about this kind of thing.

owebmaster•3h ago
There are smart contracts in the Ethereum and Binance network making millions a day extracting transaction fees with much less than 1k loc. The code is even public.
fsckboy•2h ago
>Start cheap, gather market, then crank the costs after lock-in.

"cost"/"price" vocabulary clarification, should you ever want to read or write business plans, communicate with accountants, CFO's, etc.

"costs" are what companies pay for supplies/inputs that the company purchases.

"prices" are what those same companies offer to charge buyers for the products the company sells.

companies want to keep costs down, and companies benefit from high prices. (when you said "crank the costs", it thunks)

since people don't generally operate their lives as companies, it tends to seem like "costs" and "prices" are the same thing, but in addition to the above, "costs" to a company reflect actual expenditures in total, and "prices" represent an advertisement for each of something pending that has not transacted yet.

"cost" is an accounting term, total revenues - total costs = total profits

"price" is a marketing term, $1 each, $10 for a dozen!

(of course this could be quibbled into incomprehensively, which is another thing you should not do in "business communication", always streamline communication to get to the takeaway as quickly as possible)

CharlesW•3h ago
Pocketbase is already the poor man's BaaS, and is minimalist compared to the two others mentioned.

> Data stored in human-readable CSVs

The choice to not use a database when two near-perfect tiny candidates exist, and furthermore to choose the notorious CSV format for storing data, is absolutely mystifying. One can use their Wasm builds if platform-specific binaries offend.

skeeter2020•3h ago
I agree on both your main points. It's not like PB has a bunch of cruft and fat to trim. The BD of the project is very aggressive in constraining scope, which is one of the reasons it's so good. The CSV-thing feels like an academic exercise. The fact I can't open an SQLite database in my text editor is a little thin, considering many tools are lighter weight than text editors, and "reading" a database (any format) is seldom the goal. You probably want to query it so the first thing you need to do here is import the CSV into DuckDB and write a bunch of queries with "WHERE active=1"
zffr•2h ago
What’s the other candidate besides pocketbase?
jonny_eh•2h ago
Firebase, Supabase, Pocketbase
CharlesW•2h ago
Apologies to anyone who found this unclear — the two near-perfect tiny candidate databases are SQLite and DuckDB.
zffr•2h ago
My understanding is that SQLite is OLTP and duckdb is OLAP. Duckdb is column based so not a great fit for a traditional backend db
loeber•2h ago
In 2025, pretending that a CSV can be a reasonable alternative to a database because it is "smaller" is just wild. Totally unconscionable.
ncruces•2h ago
In 2020 Tailscale used a JSON file.

https://tailscale.com/blog/an-unlikely-database-migration

CharlesW•2h ago
If you continue reading, you'll see that they were forced to ditch JSON for a proper key-value database.
ncruces•52m ago
I know. Now see how far JSON got them.

So why wouldn't you just use a text format to persist a personal website a handful of people might use?

I created one of the SQLite drivers, but why would you bring in a dependency that might not be available in a decade unless you really need it? (SQLite will be there in 2035, but maybe not the current Go drivers)

r0fl•1h ago
I use CSV files to run multiple sites with 40,000+ pages each. Close to 1mil pages total

Super fast

Can’t hack me because those CSV files are stored elsewhere and only pulled on build

Free, ultra fast, no latency. Every alternative I’ve tried is slower and eventually costs money.

CSV files stored on GitHub/vercel/netlify/cloudflare pages can scale to millions of rows for free if divided properly

akudha•1h ago
Is this a static website? If yes, what do you use to build?
vineyardmike•1h ago
Can't argue with what works, but...

All these benefits also apply to SQLite, but SQLite is also typed, indexed, and works with tons of tools and libraries.

It can even be stored as a static file on various serving options mentioned above. Even better, it can be served on a per-page basis, so you can download just the index to the client, who can query for specific chunks of the database, further reducing the bandwidth required to serve.

Drew_•1h ago
It sounds like you use CSVs to build static websites, not store or update any dynamic data. That's not even remotely comparable.
AbraKdabra•9m ago
So... SQLite with less features basically.
nullishdomain•1h ago
Not so sure about this. At scale, sure, but how many apps are out there that perform basic CRUD for a few thousand records max and don't need the various benefits and guarantees a DB provides?
jonstaab•3h ago
Alternatively, you could use nostr, have your users pay for the database, and get access to rich content types, an existing social graph, and application interoperability.
steveharman•2h ago
Self host Convex https://convex.dev ?
ShayNehmad•2h ago
Mentioned on this week's Cup o Go episode. Cool fun toy project.
riigess•1h ago
Calling this a Poor Man’s backend isn’t even the wrong name for it. Admittedly, this is what I’d expect from a Sophomore in University.

To the others arguing you should’ve stored the data as a binary, might as well have created an API wrapper around SQLite at that rate and called it “JASW - Just Another Sqlite Wrapper”.

@ OP - what was the inspiration for the project? Were you learning DBs or intending to use this in a production environment for a chat session with GPT or something? Would love to help you improve this, but we’d have to understand the problem we’re trying to solve better.

eatonphil•41m ago
zserge is one of my favorite authors and programmers.