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VC Intelligence Report

Course: MongoDB for Python for Developers

Education — Build high perf, data driven apps on MongoDB in Python [Education, Developer Tools, Tech]
EducationAnyone can copy thisest. 2017
● Verified live
Verdict from HTTP liveness real
last probed Aug 24, 2026
Pulse 45.5 · 2/4
45.5
Pulse Index
2/4 families · real
0.0
30-day Δ
pulse momentum · real
18
HTTP probes
liveness history · real
4
Functional tags
observed attributes · real
Risk read derived from observed signals

Verified live by HTTP probe across 18 observations. Pulse has been flat over the last 30 days.

HTTP liveness

real
18 probes · Jun 16, 2026Aug 24, 2026aliveredirecteddeadunverified

Signal telemetry

4 families · 2 observed · observed only
Liveness probereal
alive in 100% of 18 probesavg response 721 ms
Developer tractionchecked · none
No public repository linked — GitHub signals are not tracked for this product.
Press & sentimentchecked · none
No coverage found in the tracked press corpus. Absence of press is itself a signal at this stage.
Web footprintreal
resolved host
talkpython.fm
edge
direct origin
server
nginx
Tranco rank
#285,492
Domain age & certificate data not yet collected

Analyst read

generated from the observed metrics above · no external narrative

Course: MongoDB for Python for Developers's listed site resolved live when we last probed it on Aug 24, 2026, so we mark it verified alive. Its Pulse Index is 45.5 of 100, built from 2 of 4 observed signal families. Observed footprint: 4 functional tags. It has no curated competitive-alternative edges yet, so the comparable set below is functional tag-similarity — read it with the confidence flags.

Comparable set

curated alternatives → functional tag-similarity
CompanyBasisOverlapPulse30d ΔStatus
Why Learn Python? Here Are 8 Data-Driven Reasonseducationsimilar80%0.00.0■ inactive
CI3Schooleducationsimilar80%8.00.0— unverified
codehanceeducationsimilar80%40.00.0● live
Python course in Chennaieducationsimilar75%0.00.0■ inactive
Hacksaw Academyeducationsimilar75%8.00.0— unverified
CrowdforGeekseducationsimilar75%40.00.0● live
You Don't Know Nodeeducationsimilar75%16.00.0→ redirected
DoshDateducationsimilar75%40.00.0● live

Confidence reflects source and category coherence: curated = an editorially linked alternative; similar = strong functional tag-overlap in the same category; tag-overlap = shared tags only and may be noisy. Overlap is the shared functional-tag ratio (Jaccard) for tag-matched rows. Pulse is the observed-activity index real and 30d Δ its signed month change; a dash means insufficient observed history, never zero.

Structure

observed attributes
Business modelunknown
Liveness tierquiet
Competitive alternativesnone linked
Open sourceNo
Public APINo
Free tierNo
Enterprise tierNo

Funding & team

not in source

No disclosed funding in our sources. Funding data covers only ~1% of the corpus (462 rounds across 79K products), so absence here is unknown, not zero— we don't estimate a number we can't source.

RAW TELEMETRY last 14 probes
PROBEDHTTPORIGIN → RESOLVEDSERVERMSVERDICT
2026-08-24 13:50Z200talkpython.fmnginx472alive
2026-08-17 13:32Z200talkpython.fmnginx666alive
2026-08-09 19:28Z200talkpython.fmnginx950alive
2026-08-08 04:32Z200talkpython.fmnginx233alive
2026-07-31 15:30Z200talkpython.fmnginx338alive
2026-07-26 17:25Z200talkpython.fmnginx260alive
2026-07-18 14:09Z200talkpython.fmnginx264alive
2026-07-13 13:56Z200talkpython.fmnginx1758alive
2026-07-04 16:03Z200talkpython.fmnginx1120alive
2026-07-03 00:42Z200talkpython.fmnginx258alive
2026-06-24 13:38Z200talkpython.fmnginx452alive
2026-06-23 12:49Z200talkpython.fmnginx819alive
2026-06-21 21:09Z200talkpython.fmnginx1049alive
2026-06-20 17:41Z200talkpython.fmnginx1453alive
Full redirect chains, response headers, and DNS records are not captured by the current probe.
Launch Sentinel tear sheet · Course: MongoDB for Python for Developers · as of 2026-08-28 · launchsentinel.com/reports/course-mongodb-for-python-for-developers · liveness, pulse and press figures are observed data with provenance shown per panel.