software + scaling (@almond_americano) on TikTok
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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):
| Field | Value |
|---|---|
| Platform | TikTok |
| Handle | @almond_americano |
| Followers | 5K–6K |
| Indexed under | Software · Developer tools / infra |
| Market | United States |
| Audience function | developers |
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):
| Dimension | Percentile in group |
|---|---|
| Overall | 54th |
| Authenticity | 49th |
| Audience value | 47th |
| Focus & activity | 86th |
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.
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Creators next to this one by follower tier in the same slice. Each link opens that creator’s public profile — what they post about and who reads it, with no contact details.
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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.
| Kind | Requests | What it means |
|---|---|---|
| Indexing crawlers | 9 | Bulk indexing · Amazonbot, Applebot, ClaudeBot |
| User-triggered retrievals | 0 | none recorded yet |
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