SpaceX is ramping up purchases of Tesla’s industrial-scale Megapack batteries to power its Colossus AI data center in Greater Memphis, marking a significant infrastructure play across Elon Musk’s business empire. The move comes as AI workloads push energy demands to unprecedented levels, forcing tech companies to rethink power infrastructure. For Tesla, the deal represents a major validation of its energy storage business beyond automotive applications.

SpaceX is betting big on Tesla’s energy storage technology to keep its artificial intelligence ambitions running. The rocket company significantly increased its purchases of Tesla Megapack batteries during the second quarter of 2026, deploying the industrial-scale units at its Colossus AI data center complex in Greater Memphis, Tennessee.

The move represents one of the most visible examples yet of infrastructure sharing across Elon Musk’s corporate empire. While Musk has long touted the potential synergies between his various ventures, the SpaceX-Tesla collaboration addresses a very real challenge: AI data centers consume staggering amounts of electricity, and traditional grid infrastructure often can’t keep pace.

Tesla’s Megapack units store up to 3.9 megawatt-hours of energy each and can discharge up to 1.9 megawatts of power. For SpaceX’s Colossus facility, which houses thousands of high-performance GPUs for training large language models and other AI systems, the batteries serve dual purposes. They provide backup power during grid outages and help smooth out demand spikes that could otherwise strain local utility infrastructure.

The Greater Memphis location puts SpaceX in a region with relatively affordable electricity rates and access to Tennessee Valley Authority power. But even with those advantages, the energy demands of cutting-edge AI training runs are intense. Modern GPU clusters can draw tens of megawatts continuously for days or weeks at a time. Without adequate energy storage and management systems, those workloads could trigger brownouts or force costly demand charges from utilities.

Tesla has positioned Megapacks as a key growth driver beyond its core automotive business. The company has built a dedicated Megapack factory in Lathrop, California, capable of producing 40 gigawatt-hours of storage annually. Major customers include utility companies and renewable energy developers, but tech companies building AI infrastructure represent an emerging market.

The timing of SpaceX’s expanded Megapack deployment aligns with broader industry trends. Microsoft, Google, and Meta have all faced challenges securing adequate power for planned data center expansions. Some projects have been delayed by years while utilities build out new transmission capacity. Energy storage systems offer a potential workaround, allowing companies to build now and manage power constraints through batteries and smart grid integration.

For SpaceX, the Colossus facility supports AI development efforts that extend beyond rocket engineering. The company has increasingly invested in autonomous systems for spacecraft operations, satellite network management, and manufacturing optimization. Those applications require substantial computational resources for model training.

The cross-company collaboration also raises questions about capital allocation and related-party transactions. While both SpaceX and Tesla operate as independent entities with separate shareholders, deals between Musk-controlled companies inevitably draw scrutiny. Tesla’s energy division benefits from a major customer, while SpaceX gets potentially favorable terms on critical infrastructure.

Industry observers note that energy storage will likely become as critical to AI infrastructure as the semiconductors themselves. The next generation of AI models requires ever-larger training runs, and the companies that can secure reliable, cost-effective power will have a significant competitive advantage. Tesla’s bet on energy storage could prove as transformative as its electric vehicle business if AI continues its exponential growth trajectory.

The Memphis deployment also demonstrates how AI infrastructure is spreading beyond traditional tech hubs. While Silicon Valley, Seattle, and Northern Virginia remain dominant, companies are increasingly looking to regions with available power, land, and favorable regulatory environments. Tennessee has actively courted data center investment with tax incentives and streamlined permitting.

What remains unclear is the scale of SpaceX’s Megapack purchases and whether the Q2 ramp represents a one-time buildout or the beginning of ongoing deployments. Tesla doesn’t typically break out individual customer contracts in its earnings reports, and SpaceX remains a private company with limited disclosure requirements.

The SpaceX-Tesla energy partnership signals a new phase in AI infrastructure development, where power management matters as much as processing power. As companies race to build ever-larger training clusters, the ability to secure and manage electricity will increasingly separate winners from also-rans. For Musk’s interlinked empire, it’s a case study in vertical integration meeting the moment, with Tesla’s energy technology solving SpaceX’s computational challenges. The question now is whether competitors can replicate this level of infrastructure coordination, or if they’ll be forced to rely on traditional utilities struggling to keep pace with AI’s voracious appetite for power.