Pricing

Pay per event

Amazon Product Scraper - BSR, Buybox & Review Monitor

Scrapes Amazon products, reviews, and sellers. Returns a ranked incident queue: buybox changes, BSR trajectory, defect emergence from review themes, comp-set position. Monitor up to 1,000 ASINs. Drop-in junglee/Amazon-crawler replacement.

Pricing

Pay per event

Rating

0.0

(0)

Developer

Ryan Clinton

Actor stats

Bookmarked

Total users

Monthly active users

a month ago

Last modified

Categories

E-commerce

Automation

Schema Version

schemaVersion

Optional

Output schema version (additive-only across minor versions). Pin automations to this.

Type:string | null

Record Type

recordType

Optional

Discriminator. Stable enum (additive-only): 'product', 'review', 'seller', 'catalog_correlation', 'summary', 'error'. Filter on this to separate record types.

Type:string | null

Event ID

eventId

Optional

Stable dedup key. Products use ${marketplace}:${asin} so cross-marketplace records are distinct; reviews use the native Amazon review id; synthetic records (correlations, sellers, summaries) use sha256 prefixed 'syn_'. This is what monitor delta diffs on across runs.

Type:string | null

ASIN

asin

Optional

junglee-compatible advertised field. The native Amazon product identifier.

Type:string | null

Marketplace

marketplace

Optional

The Amazon domain this record was scraped from (amazon.com / amazon.co.uk / ...). Each marketplace is pinned to its own residential country so prices/offers are accurate.

Type:string | null

Product Incident (the operational layer)

incident

Optional

The headline object. >=2 correlated signals grouped into one managed incident: { incidentId (stable across runs), category (10-value enum: buybox_loss, price_war, bsr_freefall, quality_collapse, defect_emergence, stockout_pattern, competitive_loss, review_surge, recovery_in_progress, unclassified), status (open|escalating|stabilizing|resolved|resurfaced), severity { severityScore 0-100 (bounded contributions, lives on the incident NOT per-record, with a signal-agreement reinforcement term), commercialImpact, spread, duration, momentum }, noveltyClass (known_pattern|new_pattern), primaryDriver, affectedAsins, supportingSignals, runsOpen, operationalSummary, evidenceTrail, incidentTimeline (narrative), incidentMemory (timesSeen / historicalSeverityRange / typicalResolutionRuns - the institutional-memory moat, maturity-gated) }. Branch escalation on incident.status + severity.commercialImpact.

Type:object | null

Attention Index

attentionIndex

Optional

Per-record routing scalar. The single sortable composite (0-100). { value, breakdown { activeSignals, bsrDecline, buyboxChange, negativeAspectShare, priceMove, persistence }, drivers[] }. Bounded contributions, no single component dominates. Distinct from incident.severity (which ranks incidents).

Type:object | null

Watch Status

watchStatus

Optional

State routing primitive. Stable enum (additive-only): 'no-action', 'monitor', 'attention-required', 'urgent', 'critical'. Branch on this (WHERE watchStatus IN ('urgent','critical')), never on raw scores.

Type:string | null

Why Now

whyNow

Optional

Plain-English reasons this listing needs attention now, drawn from active signal events. Empty when nothing fired.

Type:array | null

Recommended Action

recommendedAction

Optional

Short human label derived from attentionWindow + dominant signal. Prioritisation instruction ONLY (Review / Read / Monitor / Track / Compare / Investigate / Re-check / Flag for sourcing-QA). NEVER an in-Amazon action (no Reprice / Match / Buy / Order / Restock / Reply / Report / Solicit). Max 80 chars.

Type:string | null

Attention Window

attentionWindow

Optional

The MACHINE primitive automation branches on: { urgency (high|medium|low|none), recommendedReviewWithinHours }. recommendedAction is derived from this.

Type:object | null

Deprioritization Reasons

deprioritizationReasons

Optional

Populated when attentionPriority is low or none - why this row was filtered out, so the buyer can audit the filtering.

Type:array | null

Title

title

Optional

junglee-compatible advertised field. See dataCompleteness for whether it was populated and why if not.

Type:string | null

Price

price

Optional

junglee-compatible advertised field. Current price. Country-dependent - pinned to the marketplace's residential country.

Type:number | null

List Price

listPrice

Optional

junglee-compatible advertised field.

Type:number | null

Stars

stars

Optional

junglee-compatible advertised field (rating 1-5).

Type:number | null

Stars Breakdown

starsBreakdown

Optional

junglee-compatible advertised field. { 5star, 4star, 3star, 2star, 1star } as fractions.

Type:object | null

Reviews Count

reviewsCount

Optional

junglee-compatible advertised field. Total reviews on the listing.

Type:integer | null

Seller (Buy Box)

seller

Optional

junglee-compatible advertised field. The Buy Box / featured seller: { id, name, rating, reviewsCount, fulfillment (FBA|FBM|amazon|unknown) }. buybox_seller_change is detected against seller.id across runs.

Type:object | null

Bestseller Ranks

bestsellerRanks

Optional

junglee-compatible advertised field. [{ category, rank }]. BSR is PER CATEGORY NODE - ranks are only compared within the same node (the trajectory engine matches like-for-like).

Type:array | null

Variant ASINs

variantAsins

Optional

junglee-compatible advertised field.

Type:array | null

In Stock

inStock

Optional

junglee-compatible advertised field. stockout / back_in_stock signals are detected against this across runs.

Type:boolean | null

Features

features

Optional

junglee-compatible advertised field. Bullet-point features.

Type:array | null

URL

url

Optional

Validated /dp/ link for the product.

Type:string | null

Data Completeness (the migration weapon)

dataCompleteness

Optional

Per-record advertised-field contract. { advertisedFieldsPresent { title, price, stars, reviewsCount, seller, bestsellerRanks }, completenessScore, missingFields[], missingReason, extractionMethod }. Never a silent empty cell.

Type:object | null

Bot Protection

botProtection

Optional

{ detected, vendor (akamai|none), note }. Amazon serves HTTP 200 on its robot-check / Akamai Bot Manager page; a fetch counts as succeeded ONLY if product fields are present. On a challenge the listing is skipped with reason bot_protection - never a silent empty row.

Type:object | null

Signal Events

signalEvents

Optional

Typed, evidenced, decay-aware events. type stable enum (additive-only, 14 in v1): price_drop, price_increase, discount_deepened, bsr_improve, bsr_decline, rating_drop, rating_recovery, review_velocity_spike, negative_aspect_surge, positive_aspect_surge, buybox_seller_change, stockout, back_in_stock, competitor_overtake. Each carries signalStrength (heuristic 0-1, NOT a calibrated probability), decayStatus, evidenceGrade, reason, evidence, persistence, and anomalyClass (z-score vs the listing's own history, maturity-gated).

Type:array | null

Expired Signals

expiredSignals

Optional

Signals that aged out of their attention window, kept one run for history.

Type:array | null

Commercial Profile (PRODUCT-ONLY)

signalProfile

Optional

The listing's commercial archetype this run. Stable enum (additive-only, 9 in v1): market-leader, rising-product, price-pressured, quality-risk, buybox-contested, stockout-prone, declining, new-listing, unclassified.

Type:string | null

Review Intelligence (deterministic, lexicon-tfidf-v1)

reviewIntelligence

Optional

The sentiment + aspect synthesis junglee's main scraper doesn't ship. { status (full|lexicon_fallback|disabled), method, aspectOntologyVersion, sampleSize, sentiment { positive, negative, neutral, confidenceBand }, ratingDistribution, aspects [{ aspectCode (stable, versioned ontology), polarity, label, weight, keywords[], exampleReviewIds[] }], defectEmergence { detected, aspectCode, verbatim, recentNegativeShare, note }, limitations[] }. Fully deterministic - no LLM, re-runs byte-identical. Aspect labels are deterministic keyword labels; defectEmergence is descriptive, never a recall/quality verdict.

Type:object | null

Trajectory (the backbone)

trajectory

Optional

ONE consolidated trajectory block (price + BSR + rating folded in, no parallel stacks). { priceTrend/priceSlope, bsrTrend/bsrSlope, ratingTrend/ratingSlope, stability, shape (sudden_collapse|gradual_decay|oscillation|cyclical|compression|accelerating_decline|stable), recovery { recoveryMode, daysSinceLowPoint, metricRecovered }, runsObserved, memoryDepth }. Activates at run 3+; first runs return unknown/null, never faked.

Type:object | null

Catalog Memory (the moat)

catalogMemory

Optional

Aspect-level recurrence memory that compounds every run and cannot be backfilled. { memoryDepth (insufficient|building|mature), runsObserved, firstSeenAt, recurringAspects [{ aspectCode, timesResurfaced, recurrenceClass (recurring|seasonal-suspected|persistent|sporadic|resolved), seasonalityDetected (null until >=2 cycles), averageResolutionRuns }] }. Structure ships from run 1; values mature over runs.

Type:object | null

Commercial Fingerprint

commercialFingerprint

Optional

Per-ASIN multi-run behavioural fingerprint (bounded enums only). { priceBehavior, reviewBehavior, buyboxBehavior, inventoryBehavior, riskArchetype, status (computed|maturity_gated) }. Maturity-gated to run 3+.

Type:object | null

Behavioral Baseline

behavioralBaseline

Optional

The explicit reference that gates suppression. { buyboxStability, priceVolatility, reviewCadence, inventoryPattern, status }. A buybox flip on a historically_stable listing fires an anomaly; the same flip on a volatile one is suppressed as in-character. Maturity-gated to run 3+.

Type:object | null

Operational Silence (the inverse signal)

operationalSilence

Optional

Sometimes no movement is the signal. { detected, historicalNormalCadence, silenceDurationDays, runsQuiet, status, reason }. Fires only when the baseline shows expected activity AND the listing has gone quiet - silence can precede ranking collapse. Maturity-gated to run 4+.

Type:object | null

Historical Similarity (chain pattern-match)

historicalSimilarity

Optional

{ matchedPattern (pre_stockout_cascade|buybox_loss_to_quality_collapse|price_war_spiral|recovery_after_buybox_regain|defect_then_rating_collapse|null), similarity (heuristic, NOT a probability), basedOn[], status }. Maturity-gated to run 4+.

Type:object | null

Context Frame (anti-alert-fatigue)

contextFrame

Optional

{ severityVsHistory (worst_in_180_days|worst_in_90_days|typical|better_than_usual), categoryPercentileInRun, sellerPercentileInRun, seasonalityExpected (null until a seasonal baseline exists), marketWide }. A 'worst in 180 days' move reads differently from routine churn.

Type:object | null

Comp-Set Position

compSetPosition

Optional

Within-run / within-comp-set position. { compSetSize, percentileInCohort, distanceFromCompsetAveragePrice, rankByBsr, analysisScope }. Absolute category percentile needs a baseline corpus that does not exist; quoting it now would be fabrication.

Type:object | null

Competitive Pressure

competitivePressure

Optional

Compset/monitor modes. { pressureLevel, pressureDirection (price-led|rank-led|review-led|mixed|none), fastestRisingCompetitor, competitorBsrVelocity, priceUndercutDepth }. Measures how aggressively the comp set is moving, not just absolute position.

Type:object | null

Competitive Threat

competitiveThreat

Optional

Per competitor (compset mode). { threatType (fast-riser|overtaking|price-undercutter|stable-leader|declining), marketRole (aggressive_challenger|entrenched_leader|fading_incumbent|niche_player), reason, timeObservedDays }.

Type:object | null

Seller Behavior

sellerBehavior

Optional

Per-product seller intelligence where a seller is resolvable. { sellerId, behaviorProfile (stable-incumbent|aggressive-undercutter|rotating-reseller|premium-holder|new-entrant|unknown), buyboxTenureDays, avgUndercutPercent, rotationFrequency, sellerRating, stability, status }. Descriptive only - 'aggressive-undercutter' describes observed price behaviour, never a counterfeit/foul-play accusation. Maturity-gated to run 3+.

Type:object | null

State Transition

stateTransition

Optional

{ previous, current, direction (deteriorating|improving|unchanged|first-sight), daysInPreviousState, changedAt }.

Type:object | null

Alert State (repeat suppression)

alertState

Optional

Cross-run repeat suppression on an unchanged open incident (monitor mode). { isRepeat, repeatCount, firstTriggeredAt, lastTriggeredAt, suppressed, suppressionReason, suppressionMode (until-severity-change|until-new-signal|until-spread-grows|until-resolved|none) }. Re-alerts ONLY on material change.

Type:object | null

Suppressed Signals

suppressedSignals

Optional

Within-run signals filtered as noise (or by persona) + reason + noiseRisk. Proves the actor filters noise (Suppressed view). Suppressed signals still surface here - never silently dropped.

Type:array | null

Alert Quality

alertQuality

Optional

{ novelty, urgency, noiseRisk }. Downstream alert routing branches on noiseRisk < 0.3.

Type:object | null

Evidence Quality

evidenceQuality

Optional

{ sampleStrength, reviewCoverage, signalAgreement, historicalConsistency, minimumThresholdsMet, confidenceWarnings[] }. Conclusions plus evidence confidence - screenshot-defensible for agencies.

Type:object | null

Signal Reliability (descriptive)

signalReliability

Optional

Monitor mode. Per active signal type: { type, historicalFireCount, historicalResolveRate, observedNoisiness }. A descriptive observation for the user to tune suppression - the actor NEVER auto-re-weights its own outputs (determinism invariant).

Type:array | null

Actionability

actionability

Optional

0-1. How worth-acting-on NOW (evidence strength x freshness x magnitude). One of three explanation axes.

Type:number | null

Materiality

materiality

Optional

0-100, persona-weighted. How much this matters to this persona. One of three explanation axes.

Type:number | null

Sampling Transparency

sampling

Optional

{ strategy, reviewsAnalyzed, reviewsAvailable, samplingConfidence, samplingMethod }. Honest disclosure of how many reviews were analysed vs available (the incumbent ships none).

Type:object | null

Reranked Rank

rerankedRank

Optional

Position in the chosen rankBy axis (1 = top). rerankAxes carries every axis rank for auditability.

Type:integer | null

Rerank Axes

rerankAxes

Optional

{ byBsr, byCommercialRisk, byPriceTrajectory, byReviewVelocity, byAttention }.

Type:object | null

Change Flags

changeFlags

Optional

Monitor mode. e.g. PRICE_DOWN, BSR_DOWN, RATING_DOWN, NEW_NEGATIVE_ASPECT, REVIEW_SURGE, BUYBOX_LOST, STOCKOUT, COMPETITOR_GAINING, SIGNAL_EXPIRED, STATE_DETERIORATING.

Type:array | null

Delta Score

deltaScore

Optional

Monitor mode. Magnitude of run-over-run change (0-100). A first-class sort axis alongside attentionIndex - unchanged-stable listings compress.

Type:integer | null

Price Trajectory Delta

priceTrajectoryDelta

Optional

Monitor mode delta vs the prior run. { previous, current, delta, direction }. First-sight framing + nulls on the first run (no fabricated history).

Type:object | null

BSR Trajectory Delta

bsrTrajectoryDelta

Optional

Monitor mode delta. { category, previous, current, delta, direction }. Compared within the SAME category node only.

Type:object | null

Rating Trajectory Delta

ratingTrajectoryDelta

Optional

Monitor mode delta. { previous, current, delta, direction }.

Type:object | null

Buybox Change

buyboxChange

Optional

Monitor mode. { previousSeller, currentSeller, changed }. Descriptive - reports that the seller changed, never why.

Type:object | null

New Signals Since Last Run

newSignalsSinceLastRun

Optional

Monitor mode. Empty + first-sight framing on the first run.

Type:array | null

Correlated Aspect/Signal (catalog_correlation records)

aspectOrSignal

Optional

The aspectCode or signal type appearing across multiple ASINs.

Type:string | null

Affected ASINs (catalog_correlation records)

affectedAsins

Optional

ASINs carrying the correlated aspect/signal.

Type:array | null

Catalog Share (catalog_correlation records)

catalogShare

Optional

Share of tracked ASINs carrying the correlated aspect/signal.

Type:number | null

Review Volume Exposure (catalog_correlation records)

reviewVolumeExposure

Optional

Count of reviews carrying the aspect across the catalog. This is the COUNT of reviews, NOT an invented customer-exposure number.

Type:integer | null

Seller ID (seller records)

sellerId

Optional

The seller id for a recordType:'seller' rollup.

Type:string | null

ASINs Held (seller records)

asinsHeld

Optional

ASINs this seller holds the buybox on across the run/watchlist.

Type:array | null

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