software + scaling (@almond_americano) on TikTok

Updated 2026-07-28

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software + scaling is a creator on TikTok in the 5K–6K follower range, publishing for aspiring/junior software engineers and startup builders seeking primers on scaling, infrastructure, and deployment, based in United States. Profile last checked 2026-07-28.

Observed facts (from the public profile):

FieldValue
PlatformTikTok
Handle@almond_americano
Followers5K–6K
Indexed underSoftware · Developer tools / infra
MarketUnited States
Audience functiondevelopers

Profile bio

long form content about software contact removed free + complete beginner ai course👇

What this creator posts about, and who reads it (AI-inferred)

Recurring topics: application scaling and reliability, cloud infrastructure and data centers, web app deployment, user management and auth, AI fundamentals for developers

Audience: aspiring/junior software engineers and startup builders seeking primers on scaling, infrastructure, and deployment

Provenance: inferred by AI from public content, not stated by the creator — confidence 0.75 · read from 40 recent posts · updated 62 days ago.

Audience read from this creator’s own recent posts, not from platform-declared categories. It is our reading, and it can be wrong.

Recent content samples (what the inference above was drawn from)

this is a primer on business insights telemetry -- i'll discuss latency telemetry in a future video. blog post version of this video is in the link in my bio 🙂
original sound - almond_americano
Check out software + scaling’s video! #TikTok >
this is a primer on how to make sure your application can reliably service users as you grow. i can address different types of responses you might get back from APIs in a future video - let me know if this is of…

Where this creator sits among comparable accounts

Compared with the 5,776 accounts in the same group (tiktok · nano · software):

DimensionPercentile in group
Overall54th
Authenticity49th
Audience value47th
Focus & activity86th

This is a position, not a verdict. A percentile says where this account falls among comparable accounts on signals we can measure — it does not say this creator is a better fit for your campaign. We ran a blind benchmark and measured no reliable advantage in selection quality, and do not claim one.

Koinon Link indexes TikTok creators in Software with grade, authenticity and contactability broken down — see the TikTok × Software breakdown, or the Creator Index Report for the whole index.

Other Software creators on TikTok

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Machine-readable representations

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AI retrieval activity

What AI systems have actually done with this page. The two kinds are counted separately: being indexed is not the same as being used.

KindRequestsWhat it means
Indexing crawlers9Bulk indexing · Amazonbot, Applebot, ClaudeBot
User-triggered retrievals0none recorded yet

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