Solutions

ARTF Containers

We containerize adtech stacks and follow the IAB Tech Lab's Agentic Real Time Framework from the inside. Our team built the first containerized DSP, live at 500,000 queries per second inside IndexCloud.

Experts in ARTF and adtech containerization

The IAB Tech Lab's Agentic Real Time Framework (ARTF) standardizes something we have already shipped: adtech workloads packaged as containers and deployed inside a host platform's infrastructure, next to the auction. The spec defines container runtime requirements and an API for reliable, protected and private bidstream mutation. Package once, deploy to any compliant platform.

We work on both sides of that sentence. We containerize adtech stacks, from full bidders down to single-purpose service agents, and we track the ARTF specification as it moves from version 1.0 (public comment closed January 2026) toward version 2.0 in the Agentic Working Group, whose progress we follow alongside our buyer agent and seller agent work.

The first containerized DSP, built end to end

Bedrock Platform is the next-generation DSP, containerized from day one. Appliscale is Bedrock's investor and engineering partner: we built the platform end to end and continue to ship week over week.

This is not a prototype. Bedrock's bidders are live on exchange traffic today, handling real auctions at production volume. The full build is documented in our Bedrock Platform case study.

We are the team that has already shipped what ARTF standardizes, not a team reading the spec for the first time.

What the Agentic Real Time Framework standardizes

Before ARTF, every host platform that wanted third-party processing in its bidstream negotiated a custom integration, and every provider rebuilt its packaging for each host. ARTF replaces that with one contract:

Container runtime requirements

How a service agent container must behave inside the host: lifecycle, health checks, resource and latency budgets.

Bidstream mutation API

A defined API for reading and mutating bid requests and responses reliably, with the host's data protected and private.

Package once, deploy anywhere

Providers ship one compliant container instead of one custom integration per platform.

Host keeps data and SLAs

The SSP or DSP delegates a processing step without giving up control of its data or its latency guarantees.

The use cases go beyond bidding: identity resolution, fraud detection and deal activation all fit the same model of a service agent operating within a host platform. A bidder is simply the hardest of them, which is why having built one is the strongest possible reference.

ARTF on the wire: gRPC and protobuf, measured

ARTF replaces programmatic's JSON-over-HTTP with gRPC and protobuf, and our Head of Engineering Damian Naglak, who works hands-on with Bedrock, has published the reasoning and the measurements. His breakdown of why ARTF runs on gRPC and protobuf walks the trade-offs for an exchange handling tens of billions of bid requests a day. Then he benchmarked it end to end with 300,000 real bid requests sampled from our own bidstream, TLS and gzip on both sides: protobuf came out about 19 percent smaller on the wire after gzip and used about 15 percent less CPU, and gRPC's connection multiplexing kept median latency 30 to 40 percent lower under load while absorbing about a quarter more throughput on the same hardware. On a bid path, a response that misses the auction window never bid.

The market is moving the same direction. At Cannes Lions 2026, containerized bidding was the topic people raised unprompted, from supply platforms and premium video to audio and infrastructure providers.

Why containerized bidstream processing changes the economics

Classic RTB sends every bid request across the public internet from SSP to DSP and back. A containerized deployment inverts that: the logic runs inside the host's environment, next to the auction.

Two consequences follow directly. First, auction data never leaves the host, because the container executes where the data already lives. Second, egress costs collapse, because cloud providers bill on outgoing traffic and the hot path no longer crosses a metered boundary.

The cloud vendors see the same shift. AWS RTB Fabric claims single-digit millisecond latency over a dedicated network and up to 80 percent savings versus standard data transfer fees. We analysed those claims in public, caveats included, in our AWS RTB Fabric deep dive.

ARTF and containerization services

ARTF spec and capability advisory

What the Agentic Real Time Framework requires from your stack, what version 1.0 mandates, and where version 2.0 is heading.

Viability assessment

Your traffic, your partners, your egress bill. A concrete analysis of whether ARTF containers or AWS RTB Fabric change your economics.

Readiness for hosts and publishers

Readiness work for SSPs preparing to onboard third-party containers under ARTF runtime requirements, and for publishers extending Prebid Server.

Custom container development

A complete containerized bidder or ARTF-compliant service agent, or containerization of your existing stack, built by the team behind Bedrock.

This work sits inside our broader advertising technology practice, alongside seller agent development and Prebid trusted server work. For investors evaluating adtech infrastructure plays, see how we work with tech investors.

Engineering proof at auction scale

Containerized or not, a bidder is judged on the hot path. The numbers behind Bedrock:

500K
Queries per second
<100ms
Responses worldwide
Millions
Auction events daily
IndexCloud
Runs inside the exchange

The containerized deployment handles half a million queries per second and runs inside IndexCloud, Index Exchange's proprietary datacenter, colocated with the exchange itself. Around it sit a VictoriaMetrics and Grafana observability stack and GitHub Actions CI/CD, keeping responses under 100 milliseconds.

The scale ceiling is higher than Bedrock. Our engineers optimized Yahoo's RTB platform at up to 1.5 million bid requests per second across four global regions. We work with AdCP, IAB standards and OpenRTB in production.

GoKubernetesAerospikeVictoriaMetricsGrafanaOpenRTB

Deep dives from the team

We write about this work as we do it. The Containerized Bidder series is an architectural deep dive into a bidder shipping in containers: the runtime contract, data access under latency budgets, and what the host environment actually expects.

The AWS RTB Fabric analysis walks the cost model line by line: when the 80 percent savings claim holds, when colocation already beats it, and who should adopt it first.

Talk to an engineer about ARTF

Frequently asked questions

The questions engineering leaders ask first.

Clear answers before a discovery call.

What is ARTF (Agentic Real Time Framework)?

ARTF is the IAB Tech Lab's standard for running service agents as containers inside a host platform's infrastructure. It defines standard requirements for container runtime behavior and an API for reliable, protected and private bidstream mutation, so a provider can package its offering once and deploy it to any compliant platform. Version 1.0 completed public comment in January 2026, and version 2.0 is being developed in the Agentic Working Group.

What can run as an ARTF container?

Any service that mutates or enriches the bidstream and benefits from running next to the auction: bidders, identity resolution, fraud detection, deal activation, contextual enrichment. The host platform, typically an SSP or DSP, keeps control of its data and SLAs while delegating that processing step to the container. Our reference build is a full containerized DSP bidder, the most demanding case on the list.

How do ARTF containers cut egress costs?

Cloud providers charge for outgoing traffic, not incoming. In classic RTB the SSP pays egress on every bid request it sends and the DSP pays egress on every response. When the processing runs as a container inside the host's environment, that traffic stays local, so the metered egress on the hot path largely disappears. At billions of requests per day this is a material line item, which is why AWS positions RTB Fabric around up to 80 percent transfer cost savings.

Can publishers run ARTF containers next to Prebid Server?

Yes, that is one of the most interesting paths. A publisher running Prebid Server can host demand-side containers alongside it, keeping auction data in its own environment and cutting the round trips that eat the response budget. We offer readiness assessments for publishers extending Prebid Server and for SSPs preparing to onboard third-party containers under the ARTF runtime requirements.

Can you containerize our existing bidding stack?

Yes. We built Bedrock Platform's bidder end to end and keep shipping it week over week, so we know the full surface: OpenRTB handling, pacing, low-latency data access, packaging, health checks and the observability the host environment expects. We deliver a complete containerized bidder, an ARTF-compliant service agent container, or the containerization of your existing stack.

Got something hard to ship?

Bidders, multiplayer infra, agentic platforms, or all three, tell us what you're building.