Live Streaming Ecosystem Governance Architecture and Data Mining Engine Design

The live‑streaming industry is rapidly expanding, prompting platforms to build healthier, more regulated ecosystems through enhanced content review, creator professionalism, and clear streaming standards.

Key business objectives include supplying high‑quality content, suppressing low‑quality streams, implementing multi‑dimensional live‑room rating, and providing real‑time/T+1 data collection and analysis to support decision‑making and cost recovery.

To achieve these goals, a platform architecture is proposed that centralises scattered capabilities into reusable services such as an ecosystem data‑mining engine, a tagging platform, a disposal engine, and a touch centre.

Ecosystem Data‑Mining Engine aggregates multi‑source streaming data, processes audit strategies, and standardises outputs for downstream use, supporting both real‑time and offline analytics.

Ecosystem Tagging Platform creates unified tags for live rooms or sessions, enabling both proactive (e.g., real‑time prompts) and passive (e.g., recommendation adjustments) usage scenarios, while addressing tag‑conflict and extensibility concerns.

Ecosystem Disposal Engine applies configurable penalty or reward actions based on tag data, using a mathematically expressed counting rule (time window T, violation count N, threshold X) that can be hot‑loaded without service restarts. Example rule configuration (YAML):

rules:
  - name: "封禁高频违规用户"
    gap_days: 7  # 统计最近7天数据
    condition: "N >= 5"
    action: "禁播7天"

  - name: "降低曝光权重"
    gap_days: 30  # 统计最近30天数据
    condition: "3 < N <= 6"
    action: "限流 & 降低推荐权重"

  - name: "播中提示并引导优化"
    gap_days: 14  # 统计最近14天数据
    condition: "N = 3"
    action: "发送播中提示"

The disposal engine records every action, feeding back into data analysis for continuous strategy optimisation.

Ecosystem Touch Centre delivers multi‑stage communication (educational reminders, escalation prompts, emergency blocks, post‑stream reports) across devices to guide creators toward compliance.

Future directions focus on global governance dashboards, expanding content scope to audience behaviour, and sustaining a high‑quality streaming environment through combined enforcement and creator support.