Inside Meta’s push to put robots to work in data centers

by | Aug 30, 2026 | Technology

Inside Meta’s push to put robots to work in data centers

Meta is conducting experiments with robotic systems from multiple vendors to automate various tasks performed by human technicians within its data center operations. The testing involves equipment designed to handle power cycling, cable swapping, server resets, and other routine maintenance activities. One worker estimated that successful implementation of these systems could replace up to 80 percent of certain technician workloads.

The robots being tested include a Kinova Gen3 robotic arm and other models from vendors such as Watney Robotics and ABB. Meta has also deployed simpler automation in some facilities, including a device resembling a finger or stylus that remotely presses power buttons on devices to restart them. Meta declined to comment on the testing but stated through a company spokesperson that it continues to invest heavily in training and hiring workers for its data center operations, citing a shortage of skilled workers in the current infrastructure expansion.

Robotic automation in data centers has become more feasible in recent years as hardware costs have declined and AI models powering these systems have improved significantly. Earlier industry attempts faced challenges including equipment damage and high expenses, but technological advances have addressed many of these limitations. Several startups are developing commercial robots capable of assembling servers, swapping components, and performing related tasks at lower costs than human labor, particularly in regions with limited access to qualified technicians.

Eric Xu, a senior manager for robotics at Meta, previously outlined the company’s long-term vision for deploying robots to accelerate incident response, monitor environmental conditions, and manage preventative maintenance. Proponents of increased automation argue robots could handle repetitive and potentially hazardous tasks while enabling technicians to focus on more complex work. However, some workers at Meta facilities express concern about job security, with internal discussions reflecting worry about future employment prospects due to automation.

Meta is addressing workforce concerns through training initiatives launched this year to prepare thousands of workers in electrical, mechanical, and plumbing skills, with guaranteed employment in certain states. The company has also partnered with building trade unions to support apprenticeship programs. As communities reconsider data center incentive structures and evaluate potential industry regulations, the prospect of job displacement from automation may require greater attention from local officials and policymakers.

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