Pricing

from $0.69 / up to 100 comments + consumer insights report

RedNote Comment Scraper & Consumer Insights

Scrape up to 100 RedNote/Xiaohongshu comments from a note URL. Get buyer questions, objections, competitor mentions, evidence quotes, sentiment, and content ideas. No Cookie. Live URL mode uses a public collector and compatible Apify plan. Maximum standard cost $1.74; no report fee on empty runs.

Pricing

from $0.69 / up to 100 comments + consumer insights report

Rating

0.0

(0)

Developer

Peng Lyu

Actor stats

Bookmarked

Total users

Monthly active users

9 days ago

Last modified

Categories

Social media

E-commerce

Result type

recordType

Required

Distinguishes comment evidence from the final aggregate report.

Type:string

Example:xiaohongshuCommentConsumerVoiceReport

Collection status

status

Optional

Present when no usable live comments were available.

Type:string

Example:noUsableComments

Research topic

topic

Required

The product, category, or discussion label used in this report.

Type:string

Example:控糖产品

Primary research goal

researchGoal

Optional

The decision selected at run time.

Type:string

Example:customer-objections

Primary decision

researchGoalLabel

Optional

Buyer-friendly label for the selected research goal.

Type:string

Example:Why buyers hesitate

analyzedAt

Optional

Type:string

generatedAt

Optional

Type:string

commentId

Optional

Type:string

noteId

Optional

Type:string

noteUrl

Optional

Type:string

Evidence quote

text

Optional

Source comment text used as auditable evidence.

Type:string

Example:产品甲价格贵不贵？和产品乙相比哪个好？

authorName

Optional

Type:string

authorId

Optional

Type:string

likes

Optional

Type:integer

createdAt

Optional

Type:string | null

ipLocation

Optional

Type:string

isReply

Optional

Type:boolean

parentCommentId

Optional

Type:string

matchedKeywords

Optional

Type:string[]

sourceType

Optional

Type:string

Sentiment / intent

sentiment

Optional

Transparent cue-based classification.

Type:string

Example:question

Customer question

isQuestion

Optional

True when the comment asks a question.

Type:boolean

Example:true

Purchase-decision signal

decisionIntent

Optional

True when the text contains an explicit choice, recommendation, purchase, value, or usage signal.

Type:boolean

Example:true

Discussion themes

discussionDimensions

Optional

Themes detected in this comment.

Type:string[]

Example:

[
  "价格与价值",
  "竞品与替代"
]

comparisonSignal

Optional

Type:boolean

Supplied competitor mentions

competitorMentions

Optional

Exact competitor names supplied by the customer and found in the comment.

Type:string[]

Example:

[
  "产品乙"
]

regulatedTerms

Optional

Type:string[]

classificationMethod

Optional

Type:string

Comments analyzed

commentsAnalyzed

Optional

Usable comments included in the report, up to 100.

Type:integer

Example:100

Notes represented

notesRepresented

Optional

Distinct RedNote posts represented in the evidence.

Type:integer

Example:1

replyCommentsAnalyzed

Optional

Type:integer

matchedKeywordComments

Optional

Type:integer

keywordSignals

Optional

Type:array

Top questions before purchase

topConsumerQuestions

Optional

Most-liked customer questions with comment IDs, likes, note references, and original evidence text.

Type:array

Example:

[
  {
    "commentId": "c1",
    "text": "真的有效吗？多久见效，有没有副作用？",
    "likes": 30,
    "decisionIntent": false
  }
]

Customer needs

consumerNeeds

Optional

Repeated needs ranked by signal count, with supporting evidence.

Type:array

Example:

[
  {
    "need": "了解真实效果",
    "signalCount": 14,
    "questionCount": 8
  }
]

Why buyers hesitate

consumerConcerns

Optional

Recurring concerns and objections ranked by signal count, with evidence quotes.

Type:array

Example:

[
  {
    "dimension": "安全与风险",
    "signalCount": 18,
    "questionCount": 9,
    "negativeOrMixedCount": 7
  },
  {
    "dimension": "价格与价值",
    "signalCount": 12,
    "questionCount": 6,
    "negativeOrMixedCount": 4
  }
]

Brand and product mentions

mentionedEntities

Optional

Exact supplied entities with mention share, associations, sentiment, and evidence.

Type:array

Example:

[
  {
    "entity": "产品乙",
    "isCompetitor": true,
    "mentionCount": 11,
    "mentionShare": 0.11
  }
]

Competitor comparison evidence

competitorComparisons

Optional

Comments that compare products, brands, or alternatives.

Type:array

Example:

[
  {
    "mentionedEntities": [
      "产品乙"
    ],
    "text": "和产品乙相比哪个好？",
    "likes": 20
  }
]

Alternatives customers consider

alternatives

Optional

Non-brand or category alternatives found in the discussion, with evidence.

Type:array

Example:

[
  {
    "alternative": "饮食与运动",
    "signalCount": 9
  }
]

Usage scenarios

usageScenarios

Optional

Situations in which customers expect to use the product.

Type:array

Example:

[
  {
    "scenario": "出差与便携",
    "signalCount": 7
  }
]

Sentiment summary

sentimentSummary

Optional

Counts and shares for positive, negative, mixed, question, and neutral comments.

Type:object

Example:

{
  "counts": {
    "positive": 19,
    "negative": 14,
    "mixed": 11,
    "question": 34,
    "neutral": 22
  }
}

Evidence-backed content ideas

contentOpportunities

Optional

Ranked content angles derived from repeated questions and objections, with suggested hooks and evidence.

Type:array

Example:

[
  {
    "opportunityScore": 82,
    "topic": "控糖产品：安全与风险",
    "suggestedHook": "副作用、适用人群和使用边界，购买前一次说清"
  }
]

evidenceCoverage

Optional

Type:object

dataQualityWarnings

Optional

Type:string[]

analysisMethod

Optional

Type:object

claimRiskLevel

Optional

Type:string

riskyClaims

Optional

Type:array

saferFraming

Optional

Type:string[]

sourceComments

Optional

Type:array

collectionSummary

Optional

Type:object

Price confirmation

pricingSummary

Optional

Shows the report fee, upstream safety cap, and maximum Actor event charges used for this run.

Type:object

Example:

{
  "standardBatchPriceUsd": 0.99,
  "separateUpstreamMaxChargeUsd": 0.75,
  "maximumActorEventChargesUsd": 1.74
}

What to do next

nextStep

Optional

A direct instruction for reviewing evidence or repeating the research.

Type:string

Example:Review the evidence quotes, then save this input as a Task to repeat the same research on another note.

Other properties may be included.

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