Django Streaming Responses Stopped Working - Need Help Identifying the Cause

jaseltapia
PRO

3 months ago

Hi Railway team,

I'm reaching out because we're experiencing a critical issue with our Django application's streaming responses that has us completely stumped. Our streaming responses suddenly stopped working and now everything arrives buffered instead of streaming in real-time, but this used to work perfectly before.

What's really puzzling us is that for months, our real-time streaming responses worked perfectly on Railway. Text would appear progressively in the browser as it was generated, and our users had a smooth real-time AI text generation experience.

Now we're seeing complete response buffering where everything arrives at once. The browser shows a loading state, then the complete response appears all at once. It's the same exact code that worked perfectly before.

We have spent considerable time investigating potential code changes and here's what we've found:

We deployed commits from months ago where we're absolutely certain streaming worked perfectly, but even with those old working versions, streaming no longer works on Railway. We've done an exhaustive search through our commit history and haven't found any changes that would break streaming functionality. The same exact code streams perfectly in our local development environment.

We've also removed various middleware components including Prometheus-related middleware and tried many different configurations to isolate the cause. We're currently using only standard Django middleware and haven't changed Django versions or any major dependencies.

This really has us believing that something changed on the infrastructure side rather than in our application code, but we're hoping you can help us figure out what's going on.

Technical Details

We're using Django with ASGI (gunicorn + uvicorn workers) and StreamingHttpResponse with async generators. In our local environment, streaming works perfectly, but on all our Railway environments (staging, production, PR environments), streaming is broken.

Current Configuration

Our Procfile configuration that worked before and is still the same:

web: gunicorn smartfile.asgi:application -k uvicorn.workers.UvicornWorker --workers 12 --timeout 180 --graceful-timeout 30 --keep-alive 5 --log-level info --access-logfile - --error-logfile - --capture-output --enable-stdio-inheritance --max-requests 1000 --max-requests-jitter 50

Our Django implementation that used to work and is unchanged:

async def async_streaming_response(generator):

    """

    Helper function to handle async streaming responses consistently.

    Takes an async generator and returns a StreamingHttpResponse.

    Ensures all chunks are properly encoded as bytes.

    """

    async def encoded_generator():

        async for chunk in generator:

            if isinstance(chunk, str):

                yield chunk.encode('utf-8')

            elif isinstance(chunk, bytes):

                yield chunk

            # Skip dict chunks as they're used for statistics

    

    return StreamingHttpResponse(encoded_generator())

Here's an example of how we use it:

@async_login_required

async def nueva_nota(request, id):

    # ... setup code ...

    

    async def generate_response():

        try:

            async for chunk in await chat_unified(

                texto=nota_actual,

                prompt=prompt,

                vista='nueva_nota',

                accion='integrar',

                tipo_funcion='stream',

                origen='integrar_nota'

            ):

                if isinstance(chunk, str):

                    yield chunk

                elif isinstance(chunk, bytes):

                    yield chunk

        except Exception as e:

            yield f"Error: {str(e)}".encode('utf-8')

    return await async_streaming_response(generate_response())

Questions and Help We Need

Our main question is whether there have been any infrastructure changes recently that could affect Django StreamingHttpResponse behavior. Since the same code worked before and is now broken, and it works locally but fails on Railway, we're wondering if something changed on the platform side.

Impact on Our Application

This is severely affecting our user experience. Our AI responses that should stream over 10-30 seconds now appear frozen and then dump all the content at once. This is a core feature of our AI application and it's currently broken across all our Railway environments.

Our project ID is 5d77fb37-1fba-4a55-bbd3-e0fab8243723

We would really appreciate any help or insights the Railway team can provide. This issue is affecting our users significantly and we're running out of ideas for what else to try on our end.

Thank you so much for any assistance you can provide!

Solved$30 Bounty

13 Replies

3 months ago

Hello,

When you say streaming, do you mean SSE?


Status changed to Awaiting User Response Railway 3 months ago


jaseltapia
PRO

3 months ago

No SSE, we use

response = StreamingHttpResponse()

to stream chunks from LLMs responses


Status changed to Awaiting Railway Response Railway 3 months ago


3 months ago

Is that going to be WebSockets? What is the underlying technology in use here? A function name is unfortunately not too helpful.


Status changed to Awaiting User Response Railway 3 months ago


3 months ago

Ah, it is SSE:

https://dev.to/epam_india_python/harnessing-the-power-of-django-streaminghttpresponse-for-efficient-web-streaming-56jh

Then that would be an application-level issue; SSE on Railway does work:

https://utilities-metal-us-east-zfs.up.railway.app/sse

I have gone ahead and placed a bounty on this thread so that the community can help you, because the Railway team is only able to provide support for Railway platform or product issues.


jaseltapia
PRO

3 months ago

No, it's not WebSockets either. We're using standard HTTP chunked transfer encoding via Django's native StreamingHttpResponse class.

https://docs.djangoproject.com/en/5.2/ref/request-response/#django.http.StreamingHttpResponse

- Protocol: Standard HTTP/1.1 with Transfer-Encoding: chunked

- Server-side: Django's built-in StreamingHttpResponse (native to django.http module)

- Client-side: Standard fetch() with ReadableStream processing

- Connection: Single HTTP request/response, not persistent like WebSockets

Server implementation:

async def async_streaming_response(generator):

    async def encoded_generator():

        async for chunk in generator:

            if isinstance(chunk, str):

                yield chunk.encode('utf-8')

            elif isinstance(chunk, bytes):

                yield chunk

    return StreamingHttpResponse(encoded_generator())

Client implementation:

const response = await fetch(url, {method: 'POST', body: formData});

const reader = response.body.getReader();

const decoder = new TextDecoder('utf-8');

while (true) {

    const { done, value } = await reader.read();

    if (done) break;

    const newText = decoder.decode(value);

    appendTextWithFadeIn(newText);

}

This worked perfectly for months on Railway using the same exact code, but suddenly stopped streaming and now everything arrives buffered. The issue appears to be infrastructure-related since identical code that previously streamed in real-time now delivers complete responses. Even though we've made a lot of changes recently, 1) in development it does stream, and 2) Even deloying to an old repository does not correct the issue


jaseltapia
PRO

3 months ago

thanks for the bounty


Status changed to Open brody 3 months ago


3 months ago

I've demonstrated that SSE or chunked responses work without issue, so I will take my leave from this thread and let the community help.


clashing
HOBBY

3 months ago

Try disabling buffering manually:
Add headers in your Django response:

response = StreamingHttpResponse(encoded_generator())

response['Cache-Control'] = 'no-cache'

response['X-Accel-Buffering'] = 'no'

return response


jaseltapia
PRO

3 months ago

    response['X-Accel-Buffering'] = 'no'  
    response['Cache-Control'] = 'no-cache, no-store, must-revalidate'
    response['Pragma'] = 'no-cache' 
    response['Expires'] = '0'
    response['Content-Type'] = 'text/plain; charset=utf-8'
    
    return response

tried this, did't work


jaseltapia

response['X-Accel-Buffering'] = 'no' response['Cache-Control'] = 'no-cache, no-store, must-revalidate' response['Pragma'] = 'no-cache' response['Expires'] = '0' response['Content-Type'] = 'text/plain; charset=utf-8' return responsetried this, did't work

clashing
HOBBY

3 months ago

response = StreamingHttpResponse(encoded_generator())

response['Transfer-Encoding'] = 'chunked'

response['Content-Encoding'] = ''

Try this as the last resort: chunked encoding headers explicitly

OR

Reduce concurrency/workers – sometimes Gunicorn’s multiple workers or an ASGI misconfiguration causes the app itself to buffer internally.

If these don't help, then the problem is likely not at the Django level—it’s happening further up the chain. Railway may now be using a proxy (or CDN layer) that buffers all responses and doesn’t honour X-Accel-Buffering.


3 months ago

I would like to reiterate that there are no issues with SSE/chunked transfers on our side, as demonstrated by this example:

https://utilities-metal-us-east-zfs.up.railway.app/sse


jaseltapia
PRO

3 months ago

these:

response['Transfer-Encoding'] = 'chunked'

response['Content-Encoding'] = ''

didn't work either.

But I pause the cloudfare proxy, and yes, chunk streaming!

We obviously want cloudfare's services, so, the only thing left is to find the switch to turn off.

Any help is appreciated.

Thanks clashing, thanks brody.


jaseltapia
PRO

3 months ago

Lastly I posted this and got this response in cloudfare support:

Django StreamingHttpResponse works locally and when Cloudflare is paused, but gets buffered when Cloudflare is active. Already tried X-Accel-Buffering=no, Transfer-Encoding=chunked, Content-Encoding=’’ headers. Need solution to bypass Cloudflare buffering for streaming responses

Response from cloudfare (AI bot):

According to the Cloudflare documentation, you can bypass buffering for streaming responses by including the Content-Type: text/event-stream response header. This tells Cloudflare to stream data as it arrives instead of buffering the entire response.

Here is the relevant section from the documentation:

“Proxied traffic through Cloudflare Tunnel is buffered by default unless the origin server includes the response header Content-Type: text/event-stream. The Content-Type: text/event-stream response header tells cloudflared to stream data as it arrives instead of buffering the entire response.”

Source: https://developers.cloudflare.com/cloudflare-one/connections/connect-networks/troubleshoot-tunnels/common-errors/

You can try adding this header to your Django StreamingHttpResponse to see if it resolves the issue.

Additionally, you can also try setting the Cache-Control header to no-cache or no-store to prevent Cloudflare from caching the response.

It’s also worth noting that Cloudflare has a specific section on response buffering in their documentation, which may be helpful in troubleshooting this issue.

Source: https://developers.cloudflare.com/network/response-buffering/

If you’re still having issues, you may want to try reaching out to Cloudflare support for further assistance.

Sources:

Frequently asked questions about Cloudflare Stream - Cloudflare Stream docs

And I worked! this was the exact header:

Content-Type: text/event-stream


Status changed to Solved brody 3 months ago


Django Streaming Responses Stopped Working - Need Help Identifying the Cause - Railway Help Station