What is Datadog gross margin trajectory through 2028?
Datadog Gross Margin Mechanics
Datadog FY24 non-GAAP gross margin: ~81% (GAAP: ~78%). Comprised of:
- AWS hosting costs (most of COGS) — Datadog primarily runs on AWS
- Bandwidth + storage + compute
- Customer support + customer success delivery
- Stock-based compensation in GAAP COGS
Three Pressures Through 2028
1. AWS hosting cost pressure. AWS pricing power on EC2 + S3 + bandwidth. Datadog has long-term commit deals but renewals may pressure. Estimated AWS spend: $400-$600M/yr (largest line item in COGS).
2. New product mix shift. Lower-margin products diluting:
- Cloud Cost Management — % of monitored spend pricing model, margin similar to core
- Bits AI — heavy AI compute cost (OpenAI/Anthropic API or self-hosted)
- LLM Observability — token + storage costs
- AI Cost Management — needs AI infrastructure
Estimated impact: -1-2 pts margin from new product mix.
3. Competitive pricing pressure. Flat-tier SMB pricing fix (see [[q1707]]) at 25% discount = -0.5 pt margin. Customer churn defense pricing = additional compression.
Three Offsets
1. Scale economies. Datadog at $2.7B revenue → projected $5B+ by 2028. Fixed cost amortization improves marginal contribution.
2. AI efficiency. Bits AI + GitHub Copilot + dev productivity = engineering team output per dollar up 20-30%; customer support automation reduces COGS allocation.
3. R&D + sales productivity from AI. AI agents handle routine customer support; deal-desk automation reduces sales operations overhead.
Trajectory Forecast
| Year | Revenue | Non-GAAP Gross Margin | GAAP Gross Margin |
|---|---|---|---|
| FY24 | $2.7B | ~81% | ~78% |
| FY25 | $3.3-$3.5B | ~80-81% | ~77-78% |
| FY26 | $4.0-$4.3B | ~80-82% | ~77-79% |
| FY27 | $4.8-$5.2B | ~80-82% | ~77-79% |
| FY28 | $5.5-$6.5B | ~80-83% | ~77-80% |
Stable ~80-82% non-GAAP through 2028; possible slight expansion if AI efficiency + scale economies outpace AWS + new product mix pressure.
The Trajectory
TAGS: datadog-gross-margin-trajectory-2028, aws-hosting-cost-pressure, new-product-mix-cloud-cost-bits-ai, scale-economies, ai-efficiency-gains, snowflake-crowdstrike-margin-comparables, 2027
FAQ
What is Datadog's current gross margin, GAAP and non-GAAP? Datadog's FY24 non-GAAP gross margin is about 81%, with GAAP around 78%. The difference largely reflects stock-based compensation in GAAP COGS. The trajectory through 2028 is flat-to-slightly-declining at roughly 80-82% non-GAAP.
Why does AWS hosting pressure Datadog's gross margin? Datadog runs primarily on AWS, so AWS pricing power on EC2, S3, and bandwidth is the largest line item in COGS, estimated at $400-600M per year. Long-term commit deals help, but renewals can pressure margin by an estimated 1-2 points.
Multi-cloud expansion is the mitigation, giving negotiation leverage.
Which new products could dilute gross margin? Bits AI carries heavy AI compute cost (OpenAI/Anthropic API or self-hosted), and LLM Observability adds token and storage costs. Cloud Cost Management prices on monitored spend at a margin similar to core. The combined new-product mix is modeled to cut margin by 1-2 points.
What offsets are expected to keep margin stable? Scale economies from growing toward $5B+ amortize fixed costs and can add 1-2 points. AI efficiency, such as Bits AI reducing support cost, adds another 0.5-1 point, and sales productivity adds about 0.5 point. Together these roughly balance the AWS and product-mix pressures.
How does Datadog's gross margin compare to peers? Snowflake runs about 70-73% non-GAAP, roughly 10 points lower due to consumption-heavy storage costs, while CrowdStrike and MongoDB sit around 76-78%. Salesforce is near 80-82% and HubSpot around 85%. Datadog's 80-82% places it in the upper tier of cloud software.
Sources
- Datadog 10-K (NASDAQ: DDOG): https://investors.datadoghq.com/
- Datadog earnings calls: https://investors.datadoghq.com/news-releases
- Snowflake 10-K (NYSE: SNOW): https://investors.snowflake.com/
- CrowdStrike 10-K (NASDAQ: CRWD): https://ir.crowdstrike.com/
- AWS EC2 pricing: https://aws.amazon.com/ec2/pricing/
- AWS S3 pricing: https://aws.amazon.com/s3/pricing/
- Bessemer Cloud Index gross margin benchmarks: https://cloudindex.bvp.com/
- SaaSCapital SaaS Benchmarks: https://www.saas-capital.com/
Real Numbers (Verified)
| Data | Figure | Source |
|---|---|---|
| Datadog FY24 revenue | $2.7B | DDOG 10-K |
| Datadog FY24 non-GAAP gross margin | ~81% | DDOG IR |
| Datadog FY24 GAAP gross margin | ~78% | DDOG 10-K |
| Datadog projected FY28 revenue | $5.5-$6.5B | Modeled |
| Datadog estimated AWS spend (FY24) | $400-$600M | Industry estimates |
| Snowflake FY25 gross margin (non-GAAP) | ~70-73% | SNOW 10-K |
| CrowdStrike FY25 gross margin (non-GAAP) | ~76-78% | CRWD 10-K |
| MongoDB FY25 gross margin (non-GAAP) | ~76-78% | MDB 10-K |
| HubSpot FY24 gross margin (non-GAAP) | ~85% | HUBS 10-K |
| Salesforce FY25 gross margin | ~80-82% | CRM 10-K |
| Bessemer Cloud Index median gross margin | ~75% | Bessemer |
| Datadog AI workload incremental compute cost | Variable, OpenAI/Anthropic API or self-host | Industry estimates |
| Datadog GAAP operating margin (FY24) | ~8-12% | DDOG 10-K |
| Datadog projected operating margin (FY28) | ~15-20% | Industry estimates |
| Datadog stock-based compensation FY24 | ~$500M+ | DDOG 10-K |
| Salesforce $400-600M FY24 + commit deals | AWS commits | Industry estimates |
| Snowflake gross margin difference vs Datadog | ~10 pts lower (consumption-heavy) | Industry analysis |
Stable ~80-82% gross margin through 2028; possible slight expansion.
Counter-Case
AWS pricing pressure greater than expected. If AWS commitments end, gross margin could drop 3-5 pts. Mitigation: multi-cloud expansion (see [[q1696]]) gives negotiation leverage.
AI infrastructure cost compresses faster. Bits AI + LLM Obs compute could be larger COGS than modeled. Mitigation: self-hosted Llama 4 + Mistral for routine; OpenAI/Anthropic for premium.
Competition forces deeper discounting. Splunk + Microsoft Sentinel + commoditization. Mitigation: platform breadth + product value justify pricing.
Snowflake-style consumption volatility could hurt margin. Mitigation: Datadog's per-host pricing more stable than Snowflake's consumption.
When stay-the-course wins. Current 81% non-GAAP gross margin is enviable. Mitigation: focus on revenue growth + operating margin expansion vs gross margin maximization.
See Also
- q1696 — Datadog data-center strategy
- q1707 — Datadog pricing model broken at bottom
- q1693 — Datadog ARPU post-AI agent
- q1681 — Datadog NRR 2026