# Treasure Data (@TreasureData) on x

- id: koinon:creator:x_treasuredata
- url: https://koinonlink.com/kol/x/TreasureData
- schema_version: 1.4

## Identity
- platform: x
- handle: TreasureData
- platform_url: https://twitter.com/TreasureData
- website: https://www.treasuredata.com
- entity_type: creator
- person_id: koinon:person:youtube_treasuredata

## Reach
- followers: 7879
- following: 8517
- posts_total: 18644
- posts_observed: 9
- posts_per_day: 3.406
- account_age_days: 5474
- verified: false
- size_tier: nano

## Engagement
- status: peak_post_only
- peak_post_engagement_rate: 0.00038
- best_post_interactions: 3
- measurement_source: x_post_interactions
- measurement_formula: interactions on one post — likes, or likes + reposts + replies depending on the discovery path (the two are not distinguishable in the stored data)
- comparable_pool: peak_interactions
- status_note: We have only the single best observed post, so no mean exists. peak_post_engagement_rate is an UPPER BOUND, systematically higher than an average — never compare it against an average rate.
- unit_note: engagement_rate and peak_post_engagement_rate are ratios (0-1); avg_interactions_per_post and best_post_interactions are absolute counts. Read status before reading any number: a null rate has several different causes and status says which one applies here.

## Content
- category: software
- subcategory: martech
- category_confidence: 0.9
- category_source: derived_from_recent_content
- topics: Generative AI for personalization, Customer data platforms & activation, Industry events (NRF, CDPWorld), Company culture & updates
- bio: Making marketers superhumans with the AI Marketing Cloud. Customer data, intelligence, and activation, all in one.

## Audience (inferred)
- status: present
- description: B2B marketers and CX professionals using or evaluating customer data platforms and AI for personalization
- roles: ads
- seniority: practitioner
- pain_points: Fragmented customer data across systems, Scaling hyper-personalization with AI, Keeping up with CDP and marketing tech events/strategies
- posts_analysed: 4
- confidence: 0.4

## Commercial (inferred)
- audience_buyer_fit: 0.9
- promotion_intent: 0.8
- open_to_collaboration: false
- contact: Koinon does not publish creator contact details.

## Quality signals
- authenticity_score: 36
- authenticity_basis: engagement_observed
- credibility_score: 51
- flagged_for_review: false
- koinon_bd_grade: C — measures Koinon partner-outreach fit, not creator quality
- interpretation: Signals for triage, not verdicts. A flag means the profile is worth a manual check.

## Evidence
- [x_treasuredata#9048b607] 🚨 Don’t miss it! 🚨 Stop by @AWS Booth 5438 at #NRF2025 for #AWSTechTalks! 💡 SUN, JAN 12 | ⏰ 1:30-1:45 PM 🎙 “Generative AI for Hyper-Personalization & Growth” Learn how AI + data drive ROI! 📅 Details: https://t.co/8bRyRlREzL #GenerativeAI #CDP #AWSPartner https://t.co/3sq (https://twitter.com/TreasureData/status/727545548987879424)
- [x_treasuredata#e4c22aaa] ✨ Happy New Year from all of us at Treasure Data! ✨ As we welcome 2025, we’re grateful for the incredible community that made 2024 extraordinary. Here’s to new opportunities, continued growth, and shared success in 2025. Let’s make it our brightest year yet—together!
- [x_treasuredata#c26010ca] Our Mountain View office celebrated Diwali with a special treat—fresh dosas made on-site! 🎉 https://t.co/tTK0XFWtJw
- [x_treasuredata#bc0275fb] 💎 Day 2 of #CDPWorld is LIVE! 💎 We're back with AI-powered insights and game-changing strategies to elevate customer experiences. 🚀 Big ideas, bold conversations, and actionable takeaways – all happening today! https

## Provenance
Every inferred field below carries how it was produced. Facts stay facts; inferences stay inferences.

- audience.description: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.roles: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- audience.seniority: source_type=ai_inferred, confidence=0.4, freshness_days=77, method=llm_persona_from_recent_content
- commercial.audience_buyer_fit: source_type=ai_inferred, confidence=0.6, freshness_days=78, method=llm_scorer — Relative signal within Koinon indexing, not a market-wide score.
- commercial.promotion_intent: source_type=ai_inferred, confidence=0.6, freshness_days=78, method=llm_scorer
- quality.anomaly_flags: source_type=heuristic, confidence=0.5, freshness_days=108, method=profile_snapshot_and_engagement_ratio_heuristic — Means "worth a manual check", NOT confirmed fraud. Flags can be wrong and are not a verdict about the person.
- quality.authenticity_score: source_type=heuristic, confidence=0.5, freshness_days=78, method=Profile-shape heuristic from a single snapshot (follower count, following ratio, account age, posting volume, verification), reduced for engagement red flags where post engagement was collected. Where only a follower count is available the score saturates at 58. — The input set differs by platform; do not compare this score across platforms.
- quality.koinon_bd_grade: source_type=ai_inferred, confidence=0.5, freshness_days=108, method=llm_partner_fit_classifier + fit_score >= 0.6 AND authenticity >= 60 => A; fit_score >= 0.4 AND authenticity >= 45 => B; else C. authenticity < 30 or a promotional-pattern flag => quarantine. — Koinon partner-outreach fit, not creator quality.
- reach.followers: source_type=observed, confidence=0.95, freshness_days=108, method=platform_profile

## Freshness
- profile_checked_days_ago: 108
- content_analysed_days_ago: 78
- audience_updated_days_ago: 77

## AI retrieval
- indexing_requests: 5
- user_triggered_requests: 0
- note: Being indexed in bulk is not the same as being retrieved to answer a question.

## This profile
- Claim or correct: https://koinonlink.com/claim?k=x_treasuredata
- Request removal: https://koinonlink.com/claim?k=x_treasuredata
- Terms: https://koinonlink.com/for-ai