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Notes/   MongoDB (MDB) Investor Day, September 2026

MongoDB (MDB) Investor Day, September 2026

MDBSeptember 29, 2026

Dev, strategy

Dev back as interim CEO. Operational database + search + retrieval + agent memory. More AI-built apps should mean more workloads. Need to see that in consumption.

Voyage for embeddings and reranking. Atlas Agent Engine for memory and governance. Separate what is shipping from what is contributing revenue.

Atlas Agent Engine

Public preview, available to existing Atlas customers. Persistent short- and long-term memory, security guardrails, and flexibility across models and frameworks. Management expects it to drive additional Atlas consumption.

Mgmt expects GA late FY27 / early FY28, then traction through FY28. Watch production usage and incremental Atlas consumption.

Core products and retrieval

9.0, Atlas Infinite, self-managed search. Search + Vector Search for Enterprise Advanced went GA in June. Infinite still in public preview; mgmt does not expect meaningful revenue until FY29.

Vector Search customer count grew 4x over two years. AI-native customers account for roughly 3-5% of Atlas revenue, growing 165% year over year. Fast growth, still a small base.

Mike, three-year framework

  • Total revenue growth: 20%+
  • Atlas revenue growth: mid-20s, raised from 20%+
  • EA and other: 10%+ ARR growth
  • Non-GAAP operating margin: 100-200 bps of annual expansion
  • Free cash flow conversion: 80-100%

The horizon narrows from three-to-five years to three. Margin expansion and cash conversion targets are unchanged. EA is framed in ARR to reduce the noise from multiyear revenue recognition.

Follow-ups

Rebuild the Atlas schedule around the mid-20s target. Separate existing workload consumption, new applications, and incremental AI usage. Keep management's target alongside our own assumptions.

Track Agent Engine adoption and the consumption it produces. Keep its preview-to-GA path separate from Atlas Infinite's longer revenue timeline. Test the margin bridge against continued investment in product and go-to-market.

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Todo5

Review Cloudflare channel checks

NET

Refresh Amazon retail margin bridge

AMZN

Prepare Adobe earnings questions

ADBE

Compare Visa payment volume trends

V

Draft weekly portfolio review

In Progress5

Update NVIDIA supply assumptions

NVDA

Read Shopify earnings transcript

SHOP

Reconcile Salesforce cash flow model

CRM

Compare Datadog usage trends

DDOG

Update investment committee memo

Done5

Review Microsoft capex outlook

MSFT

File Costco management call notes

COST

Archive Apple supplier call notes

AAPL

Refresh TSMC capacity estimates

TSM

Send weekly research agenda

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MongoDB (MDB) Investor Day, September 2026

Summarize my notes from the investor day and create some follow-up tasks

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r/sysadminDiscussion · July 2, 2026
↗

Almost three years on — what are people doing with VMware?

After the Broadcom takeover and price rises, system administrators compare what they actually did next.

u/nwspmp ↗
“We were due for a hardware refresh for the critical clusters, and have ended up going Nutanix.”

“we have contracted renewal pricing for 5 years that will actually undercut VMware's proposed option by almost half.”

u/DanTheGreatest ↗
“The vast majority of our clients (hospitals mostly, some financial sector) are all staying on VMware. They dont even consider alternatives.”
Public discussion surfaced by Basis · Selected excerpts
AVGOBroadcomRESEARCH CONTEXT

Which VMware customers
can actually leave?

Surfaced from r/sysadmin and linked to Broadcom.

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Build an investment memo and a financial model for Wingstop. Focus on unit growth, same-store sales, and the assumptions that matter
Research complete

The memo and model are ready. The expanded memo covers the thesis and key risks. The model connects revenue components, unit economics, and financial statements.

Start with the thesis. Follow the assumptions through to the numbers.

2 files created
Wingstop investment memo.pdfPDF
First page of the actual Wingstop investment memo, August 30, 2026, including the key takeaway, financial summary, and business description

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