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Lalit Mishra
Lalit Mishra

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Bridging Worlds: Building a SIP-to-WebRTC Gateway with Python and Drachtio

The Billion-Dollar Bridge

In the rush toward AI agents and browser-based communication, it is easy to forget where the money is. It isn't just in peer-to-peer video; it's in the Public Switched Telephone Network (PSTN). Every major cloud contact center, conferencing platform, and voice AI startup eventually faces the same requirement: "We need to let users dial in from a phone," or "Our AI agent needs to call a customer's mobile."

This requires bridging SIP (Session Initiation Protocol)—the 90s-era standard that powers the telecom world—with WebRTC, the modern browser standard.

While they share common ancestors (SDP, RTP), they are practically alien to each other. SIP is text-based, transactional, and runs over UDP/TCP. WebRTC is event-based, encrypted (DTLS-SRTP), and runs over ICE/WebSockets. Building a gateway to bridge them is one of the hardest infrastructure challenges in real-time engineering.

For more detailed explanation, do check my YouTube Channel: The Lalit Official

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The Protocol Gap: Why Direct Interop Fails

To the uninitiated, SIP and WebRTC look similar. Both use the Session Description Protocol (SDP) to negotiate media. However, the transport layer tells a different story.

  1. Signaling Mismatch: SIP is a transactional protocol. A INVITE request expects a 100 Trying, 180 Ringing, and 200 OK response. It handles retransmissions, hop-by-hop routing, and Via header manipulation. WebRTC signaling is undefined by the standard—it’s just a JSON blob sent over a WebSocket.
  2. Security Mandates: SIP trunks (especially from legacy carriers) often send plain text SIP and unencrypted RTP audio (G.711). WebRTC mandates encryption. It requires DTLS for key exchange and SRTP for media. A browser will simply reject a plain RTP stream.
  3. NAT Traversal: SIP assumes relatively static IPs or simple NATs. WebRTC assumes hostile network environments, requiring ICE (Interactive Connectivity Establishment) and STUN/TURN servers to punch holes in firewalls.

If you try to terminate a SIP trunk directly in a Python script using a raw socket, you will spend months reinventing the wheel of transaction state machines and header parsing. You need a dedicated SIP stack.

Left side:

The Middleware Solution: Drachtio & The Sidecar Pattern

In the Node.js world, Drachtio has emerged as a powerhouse SIP middleware. Built by Dave Horton, it consists of a C++ core (for high-performance message parsing) and a Node.js signaling resource framework (drachtio-srf).

For a Python shop, using a Node.js tool might seem counter-intuitive. However, the Python ecosystem lacks a SIP stack with the maturity of Drachtio or the raw power of Kamailio. The Sidecar Pattern offers the best of both worlds:

  • Drachtio (Node.js) acts as the SIP Edge. It handles the low-level "noise" of SIP: parsing headers, managing transaction timers, and handling keep-alives.
  • Flask/Quart (Python) acts as the Brain. It handles the business logic: "Is this user active?", "Which AI agent should handle this call?", "Record this call?".

The two services communicate via high-speed HTTP Webhooks or a shared Redis bus. Drachtio receives the INVITE, pauses processing, asks Python what to do, and then executes the signaling instruction.

From left to right:

Comparison: Drachtio vs. Kamailio (KEMI)

The alternative to Drachtio is Kamailio, the legendary open-source SIP server. With the KEMI (Kamailio Embedded Interface) framework, you can write SIP routing logic directly in Python scripts embedded within Kamailio.

  • Kamailio + KEMI: Extreme performance (tens of thousands of calls per second). However, it has a brutal learning curve. You must understand SIP routing blocks, memory management, and C-like configuration syntax. Debugging embedded Python crashes can be difficult.
  • Drachtio: High performance (thousands of calls per second). Extremely developer-friendly API. Decouples logic from the SIP engine.

For most modern WebRTC gateways (Cloud PBX, AI Voice Agents), Drachtio provides a faster time-to-market with sufficient scale. Kamailio is reserved for massive carrier-grade switching.

Architecture: The Inbound Call Flow

Let's trace a call from a regular phone number to a browser-based agent.

1. The SIP INVITE

A call arrives at your infrastructure via a SIP Trunk. Drachtio listens on port 5060 (UDP/TCP).
INVITE sip:+15550199@sip.myapp.com SIP/2.0

2. The Python Authorization

Drachtio parses the INVITE. Instead of routing it immediately, it fires a webhook (or Redis message) to your Flask application:
POST /webhook/voice/incoming
Payload: { "caller": "+1234567890", "callee": "+15550199", "call_id": "..." }

Your Python app checks the database. "Is +15550199 assigned to an active Agent?" It finds that Agent ID agent-42 is online.

3. The Bridging Instruction

Python responds to Drachtio: "Bridge this call to the WebRTC session for agent-42."

4. Media Negotiation (The Critical Step)

This is where the magic happens. The SIP trunk offers G.711 (PCMU) audio over RTP. The browser requires Opus audio over SRTP. You cannot just connect the sockets.

Drachtio commands RTPEngine (a kernel-space media proxy) to allocate endpoints.

  • Side A (SIP): IP: 1.2.3.4, Codec: PCMU, Proto: RTP/AVP
  • Side B (WebRTC): IP: 5.6.7.8, Codec: Opus, Proto: UDP/TLS/RTP/SAVPF (DTLS-SRTP)

RTPEngine acts as the translator, transcoding audio and terminating encryption in real-time.

A server labeled RTPEngine

Python Integration: The Orchestrator

While Drachtio manages the SIP state machine, your Python code manages the application state. Here is a conceptual example of how a Flask route orchestrates this.

@app.route('/hooks/sip-invite', methods=)
def handle_sip_invite():
    data = request.json
    from_number = data['sip']['from']
    to_number = data['sip']['to']

    # 1. Lookup the WebRTC user
    agent = user_repo.find_agent_by_did(to_number)
    if not agent or not agent.is_online:
        return jsonify({"action": "reject", "code": 480, "reason": "Temporarily Unavailable"})

    # 2. Get Media Parameters (SDP) from RTPEngine
    # (In a real app, Drachtio handles the RTPEngine interaction, 
    # but Python might dictate the codec policy)

    # 3. Notify the Browser via WebSocket
    # We send the incoming call event to the frontend React app
    socket_manager.emit(agent.id, 'incoming_call', {
        'caller': from_number,
        'sdp': data['sdp'] # The transcodable SDP from RTPEngine
    })

    return jsonify({"action": "ringing"}) 

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Notice that Python never touches a SIP header or a raw UDP packet. It deals with high-level concepts: Users, Status, and Signaling instructions.

Handling Media: Why RTPEngine is Mandatory

You cannot build a production SIP-to-WebRTC gateway without a specialized media proxy. RTPEngine is the industry standard for this because it operates in kernel space for packet forwarding, minimizing latency and jitter.

Its responsibilities in this architecture are:

  1. ICE Termination: It acts as a "Lite" ICE server, allowing the browser to connect to it even behind NAT.
  2. DTLS Handshake: It performs the cryptographic handshake with the browser to establish the SRTP keys.
  3. Transcoding: It converts the 8kHz G.711 stream from the PSTN into the 48kHz Opus stream for the browser (and vice versa).
  4. RTCP Feedback: It generates the necessary WebRTC keep-alives that browsers expect, which dumb SIP trunks do not provide.

Conclusion: Complexity Encapsulated

Building a SIP gateway used to require deep C++ knowledge and months of debugging race conditions. By leveraging the Sidecar Pattern with Drachtio and Python, you encapsulate that complexity. Drachtio handles the rigid, archaic rules of SIP. RTPEngine handles the heavy lifting of media encryption and transcoding. And your Python backend? It stays clean, modern, and focused on what matters: the experience of the user on the other end of the line.

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Jason Penrod

Loved this! I'd like to discuss more!