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Trading Infrastructure Explained

A tour of trading infrastructure: servers, networks, data feeds, order gateways, storage and monitoring, and how needs differ for retail bots, funds and HFT firms.

Advanced3 min readUpdated 3 Oct 2026
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Lesson 1 of 16

Trading infrastructure is everything that sits between a trading idea and a filled order: the computers that run strategies, the networks that carry data and orders, the feed handlers and gateways that talk to venues, the databases that store history and the monitoring that keeps it all honest. A retail trader running one bot needs a small slice of this; a high frequency firm spends tens of millions on it. Understanding the pieces helps you choose what you actually need and avoid spending on speed that will not change your results.

The main layers#

LayerPurposeLesson
ComputeServers that run strategies and servicesVPS, Cloud and Bare-Metal Servers
Operating systemUsually Linux for serversLinux for Traders
NetworkConnectivity to venues and dataNetworking for Traders
Market dataFeed handlers and normalisationFeed Handlers and Normalization
MessagingMoving events between componentsMessage Queues
StorageDatabases and cachesRedis and PostgreSQL for Trading
Order gatewayRisk checks and connections to brokers or venuesRisk Controls and Kill Switches
DeploymentPackaging and running servicesDocker and Kubernetes
ObservabilityLogs, metrics, alertsMonitoring and Logging Systems
ResilienceFailover and recoveryFault Tolerance, High Availability and Redundancy

Three scales of infrastructure#

Retail botSystematic fundHFT firm
ComputeOne cloud server or VPSClusters for research, dedicated servers for tradingTuned bare metal in exchange data centres
NetworkInternetLeased lines, cloud interconnectsCo location, microwave links
DataBroker or exchange APIsVendor feeds, consolidated dataDirect exchange feeds
Latency targetSeconds to hundreds of millisecondsMillisecondsMicroseconds to nanoseconds
Key techPython, a database, alertsPython and C++, orchestrationC++, FPGAs, kernel bypass. See FPGAs and Hardware Acceleration

A sensible retail architecture#

  1. A small Linux cloud server in a region near your broker or exchange.
  2. Your bot as a service that restarts automatically on failure.
  3. PostgreSQL or SQLite for orders, fills and state.
  4. Logs and a heartbeat alert to your phone. See Alerts and Webhooks.
  5. Broker side stop orders as a safety net. See Failover, Backups and Disaster Recovery.
  6. Version control and backups of code and configuration.

This costs little per month and covers most needs. See Building Trading Bots.

Reliability before speed#

For most traders, the main infrastructure risks are outages, crashes and silent data failures, not microseconds. Prioritise:

When speed starts to matter#

Latency becomes important for strategies that react to short lived opportunities: arbitrage, market making, news reaction and very short term momentum. There, infrastructure is part of the edge, and competition is intense. See Latency in Trading and High-Frequency Trading.

Security#

Trading systems hold keys that can move money. Basic security matters at every scale: limited API key permissions, secrets kept out of code, firewalls, software updates and multi factor authentication on broker and server accounts.

Frequently asked questions#

What is trading infrastructure?#

The computers, networks, data feeds, software services, storage and monitoring that support trading from data to execution.

Do I need a server to run a trading bot?#

Not strictly, but a cloud server is more reliable than a home computer and costs little, so it is the usual choice for bots that run unattended.

How much does trading infrastructure cost?#

From a few dollars a month for a retail bot on a small cloud server to millions per year for high frequency firms with co location and private networks.

Next, compare where to run your systems in VPS, Cloud and Bare-Metal Servers.

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Next lessonVPS, Cloud and Bare-Metal ServersCompare VPS, cloud and bare metal servers for running trading bots and systems. Learn costs, latency, reliability, choosing a region and basic server setup.

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