技能 编程开发 Deepgram数据处理与隐私合规

Deepgram数据处理与隐私合规

v20260423
deepgram-data-handling
本指南提供了使用Deepgram进行安全音频转录的最佳实践。核心内容包括PII(个人身份信息)的脱敏处理(内置和自定义的正则匹配)、使用AWS S3进行加密存储,并指导如何建立符合GDPR和HIPAA等法规要求的转录数据存储和数据保留流程。适用于处理敏感音频数据的企业级应用。
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概览

Deepgram Data Handling

Overview

Best practices for handling audio and transcript data with Deepgram. Covers Deepgram's built-in redact parameter for PII, secure audio upload with encryption, transcript storage patterns, data retention policies, and GDPR/HIPAA compliance workflows.

Data Privacy Quick Reference

Deepgram Feature What It Does Enable
redact: ['pci'] Masks credit card numbers in transcript Query param
redact: ['ssn'] Masks Social Security numbers Query param
redact: ['numbers'] Masks all numeric sequences Query param
Data retention Deepgram does NOT store audio or transcripts Default behavior

Deepgram's data policy: Audio is processed in real-time and not stored. Transcripts are not retained unless you use Deepgram's optional storage features.

Instructions

Step 1: Deepgram Built-in PII Redaction

import { createClient } from '@deepgram/sdk';

const deepgram = createClient(process.env.DEEPGRAM_API_KEY!);

// Deepgram redacts PII directly during transcription
const { result } = await deepgram.listen.prerecorded.transcribeUrl(
  { url: audioUrl },
  {
    model: 'nova-3',
    smart_format: true,
    redact: ['pci', 'ssn'],  // Credit cards + SSNs -> [REDACTED]
  }
);

// Output: "My card is [REDACTED] and SSN is [REDACTED]"
console.log(result.results.channels[0].alternatives[0].transcript);

// For maximum privacy, redact all numbers:
// redact: ['pci', 'ssn', 'numbers']

Step 2: Application-Level PII Redaction

// Additional redaction patterns beyond Deepgram's built-in
const piiPatterns: Array<{ name: string; pattern: RegExp; replacement: string }> = [
  { name: 'email',    pattern: /\b[\w.-]+@[\w.-]+\.\w{2,}\b/g, replacement: '[EMAIL]' },
  { name: 'phone',    pattern: /\b(\+?\d{1,3}[-.\s]?)?\(?\d{3}\)?[-.\s]?\d{3}[-.\s]?\d{4}\b/g, replacement: '[PHONE]' },
  { name: 'dob',      pattern: /\b(0[1-9]|1[0-2])[\/.-](0[1-9]|[12]\d|3[01])[\/.-](19|20)\d{2}\b/g, replacement: '[DOB]' },
  { name: 'address',  pattern: /\b\d{1,5}\s[\w\s]+(?:Street|St|Avenue|Ave|Road|Rd|Drive|Dr|Lane|Ln|Boulevard|Blvd)\b/gi, replacement: '[ADDRESS]' },
];

function redactPII(text: string): { redacted: string; found: string[] } {
  let redacted = text;
  const found: string[] = [];

  for (const { name, pattern, replacement } of piiPatterns) {
    const matches = text.match(pattern);
    if (matches) {
      found.push(`${name}: ${matches.length} occurrence(s)`);
      redacted = redacted.replace(pattern, replacement);
    }
  }

  return { redacted, found };
}

// Usage after Deepgram transcription:
const transcript = result.results.channels[0].alternatives[0].transcript;
const { redacted, found } = redactPII(transcript);
if (found.length > 0) console.log('PII found and redacted:', found);

Step 3: Secure Audio Upload and Storage

import { S3Client, PutObjectCommand, GetObjectCommand } from '@aws-sdk/client-s3';
import { getSignedUrl } from '@aws-sdk/s3-request-presigner';
import { createHash, randomUUID } from 'crypto';
import { readFileSync } from 'fs';

const s3 = new S3Client({ region: process.env.AWS_REGION ?? 'us-east-1' });
const BUCKET = process.env.AUDIO_BUCKET!;

async function uploadAudio(filePath: string, metadata: Record<string, string> = {}) {
  const audio = readFileSync(filePath);
  const checksum = createHash('sha256').update(audio).digest('hex');
  const key = `audio/${randomUUID()}-${checksum.substring(0, 8)}.wav`;

  await s3.send(new PutObjectCommand({
    Bucket: BUCKET,
    Key: key,
    Body: audio,
    ContentType: 'audio/wav',
    ServerSideEncryption: 'aws:kms',  // Encrypt at rest
    Metadata: {
      ...metadata,
      checksum,
      uploadedAt: new Date().toISOString(),
    },
  }));

  // Generate presigned URL for Deepgram to fetch (expires in 1 hour)
  const presignedUrl = await getSignedUrl(s3,
    new GetObjectCommand({ Bucket: BUCKET, Key: key }),
    { expiresIn: 3600 }
  );

  return { key, checksum, presignedUrl };
}

// Upload -> Get presigned URL -> Send to Deepgram
const { presignedUrl } = await uploadAudio('./recording.wav', { source: 'call-center' });
const { result } = await deepgram.listen.prerecorded.transcribeUrl(
  { url: presignedUrl },
  { model: 'nova-3', smart_format: true, redact: ['pci', 'ssn'] }
);

Step 4: Transcript Storage Pattern

interface StoredTranscript {
  id: string;
  audioKey: string;           // S3 reference
  requestId: string;          // Deepgram request_id
  transcript: string;         // Redacted text
  confidence: number;
  duration: number;           // Audio duration in seconds
  model: string;
  speakers: number;
  utterances?: Array<{
    speaker: number;
    text: string;
    start: number;
    end: number;
  }>;
  metadata: {
    redacted: boolean;
    piiTypesFound: string[];
    createdAt: string;
    retentionPolicy: 'standard' | 'legal_hold' | 'hipaa';
    expiresAt: string;
  };
}

function buildTranscriptRecord(
  audioKey: string,
  result: any,
  retentionDays = 90
): StoredTranscript {
  const alt = result.results.channels[0].alternatives[0];
  const { redacted, found } = redactPII(alt.transcript);

  return {
    id: randomUUID(),
    audioKey,
    requestId: result.metadata.request_id,
    transcript: redacted,
    confidence: alt.confidence,
    duration: result.metadata.duration,
    model: Object.keys(result.metadata.model_info ?? {})[0] ?? 'unknown',
    speakers: new Set(alt.words?.map((w: any) => w.speaker).filter(Boolean)).size,
    utterances: result.results.utterances?.map((u: any) => ({
      speaker: u.speaker,
      text: u.transcript,
      start: u.start,
      end: u.end,
    })),
    metadata: {
      redacted: found.length > 0,
      piiTypesFound: found,
      createdAt: new Date().toISOString(),
      retentionPolicy: 'standard',
      expiresAt: new Date(Date.now() + retentionDays * 86400000).toISOString(),
    },
  };
}

Step 5: Data Retention Policies

const retentionPolicies = {
  standard: { days: 90, description: 'Default retention' },
  legal_hold: { days: 2555, description: '7 years for legal' },
  hipaa: { days: 2190, description: '6 years per HIPAA' },
  temp: { days: 7, description: 'Temporary processing' },
};

async function enforceRetention(db: any, s3Client: S3Client, bucket: string) {
  const now = new Date();

  // Find expired transcripts
  const expired = await db.query(
    'SELECT id, audio_key FROM transcripts WHERE expires_at < $1 AND retention_policy != $2',
    [now.toISOString(), 'legal_hold']
  );

  console.log(`Found ${expired.rows.length} expired transcripts`);

  for (const row of expired.rows) {
    // Delete audio from S3
    try {
      await s3Client.send(new DeleteObjectCommand({
        Bucket: bucket, Key: row.audio_key,
      }));
    } catch (err: any) {
      console.error(`S3 delete failed for ${row.audio_key}:`, err.message);
    }

    // Delete transcript from database
    await db.query('DELETE FROM transcripts WHERE id = $1', [row.id]);
    console.log(`Deleted: ${row.id}`);
  }

  return expired.rows.length;
}

Step 6: GDPR Right to Erasure

async function processErasureRequest(userId: string, db: any, s3Client: S3Client, bucket: string) {
  console.log(`Processing GDPR erasure request for user: ${userId}`);

  // 1. Find all user transcripts
  const transcripts = await db.query(
    'SELECT id, audio_key FROM transcripts WHERE user_id = $1', [userId]
  );

  // 2. Delete audio files from S3
  for (const row of transcripts.rows) {
    if (row.audio_key) {
      await s3Client.send(new DeleteObjectCommand({ Bucket: bucket, Key: row.audio_key }));
    }
  }

  // 3. Delete transcripts from database
  const deleted = await db.query('DELETE FROM transcripts WHERE user_id = $1', [userId]);

  // 4. Delete user metadata
  await db.query('DELETE FROM user_metadata WHERE user_id = $1', [userId]);

  // 5. Audit log (keep for compliance — does not contain PII)
  console.log(JSON.stringify({
    action: 'gdpr_erasure',
    userId: userId.substring(0, 8) + '...',  // Partial for audit
    transcriptsDeleted: deleted.rowCount,
    audioFilesDeleted: transcripts.rows.length,
    timestamp: new Date().toISOString(),
  }));

  return { transcriptsDeleted: deleted.rowCount, audioFilesDeleted: transcripts.rows.length };
}

Output

  • Deepgram built-in PII redaction (pci, ssn, numbers)
  • Application-level PII redaction (email, phone, DOB, address)
  • Secure audio upload to S3 with KMS encryption
  • Transcript storage pattern with retention metadata
  • Automated retention enforcement
  • GDPR erasure workflow

Error Handling

Issue Cause Solution
PII still visible Deepgram redact not set Add redact: ['pci', 'ssn'] to options
S3 upload fails Missing KMS permissions Add kms:GenerateDataKey to IAM role
Retention not enforced Cron not running Schedule retention job, add monitoring
Erasure incomplete Transaction failed Use database transactions for atomic delete

Resources

信息
Category 编程开发
Name deepgram-data-handling
版本 v20260423
大小 7.05KB
更新时间 2026-04-28
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