Executive Summary
Traffic Overview
docs.wal.app saw 13,777 visitors and 22,169 pageviews over the past 7 days, with a high bounce rate of 80% and a short average visit duration of 40 seconds. Traffic is overwhelmingly direct, with the homepage and Walrus Sites intro pages dominating engagement. The 30-day window shows a notably lower bounce rate (71%) and higher views-per-visit (1.57), suggesting recent traffic quality has declined slightly. ChatGPT is an emerging referral source with unusually long visit durations.
Declining weekly traffic toward weekend
Daily visitors peaked at 2,247 on Apr 17 and dropped to 1,641 by Apr 20, a 27% decline — consistent with a weekday-heavy developer audience pattern.
Persistently high bounce rate
Bounce rate held at 78–82% every day of the 7-day period with no improvement, suggesting a structural issue rather than a one-off event. The 30d rate of 71% indicates recent traffic quality has worsened.
Duplicate URL pattern for Walrus Sites pages
Both /walrus-sites/intro and /walrus-sites/intro.html show nearly identical traffic (2,150 vs 2,149 visitors), as do the tutorial pages. These duplicates split link equity and should be consolidated with canonical tags or redirects.
ChatGPT as an emerging high-intent referral channel
chatgpt.com refers only 10 visitors but they average 298 seconds on site — the highest duration of any referral source. As AI assistants increasingly link to documentation, this channel may grow significantly.
Operator guide content shows strong retention
Pages under /docs/operator-guide consistently show very low bounce rates (3–17%) and above-average time-on-page, indicating the operator audience is highly motivated and engaged compared to general visitors.
Top 20 Pages
| # | Page | Insight |
|---|---|---|
| 1 | / | 8,462 visitors and 11,287 pageviews — the dominant entry point by far, with a low 10s time-on-page suggesting users quickly navigate elsewhere. |
| 2 | /walrus-sites/intro | 2,150 visitors with 100s avg scroll depth — high engagement; likely a key landing page for Walrus Sites newcomers. |
| 3 | /walrus-sites/intro.html | Nearly identical traffic to /walrus-sites/intro (2,149 visitors), indicating a duplicate URL issue that may split SEO value. |
| 4 | /docs/getting-started | 1,500 visitors with 30s time-on-page; the primary onboarding path but relatively low dwell time suggests users may not find what they need immediately. |
| 5 | /docs/sites/introduction/components | 490 visitors with 42s time-on-page and 100 scroll depth — strong engagement, suggesting this is a highly relevant reference page. |
| 6 | /docs/operator-guide/storage-nodes/commission-governance | 107 visitors but 76% bounce rate and 78s time-on-page — operator-focused niche content with mixed retention. |
| 7 | /docs/operator-guide | 129 visitors with only 7% bounce rate and 57s time-on-page — excellent retention, suggesting operators explore deeply from this hub. |
| 8 | /docs/legal/walrus_general_tos | 100 visitors with 8% bounce rate and 30s time-on-page — legal pages are being read, possibly by integration partners doing due diligence. |
| 9 | /docs/legal/privacy | 88 visitors, 15% bounce rate — similar pattern to TOS page, indicating serious prospective users reviewing legal terms. |
| 10 | /docs/examples/checkpoint-data | 90 visitors with 59s time-on-page and 12% bounce rate — strong engagement on example content; more examples could drive similar results. |
| 11 | /docs/getting-started/advanced-setup | 75 visitors with 78s time-on-page — high dwell time suggests users are carefully following setup instructions; a good candidate for improvement if drop-off is high. |
| 12 | /docs/sites | 43 visitors but 84s time-on-page — small audience spending significant time, indicating complex or dense content. |
| 13 | /docs/system-overview | 57 visitors, 3% bounce rate and 56s time-on-page — very low bounce indicates this overview effectively funnels users deeper into docs. |
| 14 | /docs/operator-guide/storage-nodes | 51 visitors with 6% bounce rate — strong retention among operator audience navigating storage node documentation. |
| 15 | /docs/sites/getting-started/installing-the-site-builder | 47 visitors with 55s time-on-page — practical setup content with solid engagement; check for friction points in install steps. |
| 16 | /walrus-sites/tutorial | 22 visitors with 100 scroll depth — small but highly engaged audience reading tutorials end-to-end. |
| 17 | /walrus-sites/tutorial.html | 22 visitors, duplicate of /walrus-sites/tutorial — same URL duplication pattern as intro pages, worth consolidating via redirects. |
| 18 | /docs/system-overview/red-stuff | 22 visitors but 65% bounce rate — technical deep-dive content with high drop-off; may need better context or prerequisites linking. |
| 19 | /docs/system-overview/core-concepts | 28 visitors with 16% bounce rate and 57s time-on-page — well-retained foundational content that supports user comprehension. |
| 20 | /docs/operator-guide/storage-nodes/storage-node-setup | 28 visitors with 57s time-on-page — critical operator setup page with good engagement; ensure accuracy and completeness for this audience. |
Referral Sources
| Source | Type | Insight |
|---|---|---|
| Direct / None | Organic | 13,061 visitors (94.8%) arrived directly — dominant channel suggesting strong brand recognition but over-reliance on a single source. |
| docs.wal.app | Organic | 377 visitors self-referred (internal navigation tracked as referral), with 47% bounce rate and 63s duration — normal internal linking behavior. |
| Organic | 259 visitors with 74% bounce rate but 46s duration — organic search traffic is modest; SEO improvements could significantly grow this channel. | |
| wal.app | Organic | 40 visitors from the main product site with 59% bounce rate and 70s duration — good quality traffic from the primary product funnel. |
| Organic | 26 visitors with 77% bounce rate and 25s duration — social traffic is low-engagement; social content may not be well-targeted to docs users. | |
| walrus.xyz | Organic | 23 visitors with 74% bounce rate and 58s duration — ecosystem site referrals are small but reasonably engaged. |
| chatgpt.com | AI / Chatbot | 10 visitors with 64% bounce rate but 298s avg duration — ChatGPT-referred users spend nearly 5 minutes on site, indicating deep research intent; a growing and high-value channel. |
| walrus.site | Organic | 8 visitors with 0% bounce rate and 337s duration — tiny but extremely engaged audience; likely developers testing Walrus Sites deployments. |
| GitHub | Organic | 6 visitors from GitHub with 33% bounce rate and 33s duration — developer referrals are low; more prominent doc links in repos could help. |
| Bing | Organic | 5 visitors with 60% bounce rate and 18s duration — negligible Bing presence, consistent with typical developer audience behavior. |
| sui.io | Organic | 2 visitors with 100% bounce rate — ecosystem partner referrals are minimal; closer integration with Sui documentation could drive more traffic. |
| DuckDuckGo | Organic | 2 visitors with 0% bounce rate and 19s duration — privacy-focused search users are rare but engaged. |
| sites.wal.app | Organic | 2 visitors from the Walrus Sites portal — very low cross-promotion from the product itself; linking to docs more prominently could help onboarding. |
chatgpt.com
10 ChatGPT-referred visitors averaged 298 seconds on site — nearly 5x the overall average — indicating high-intent AI-assisted research sessions that convert to deep doc engagement.
Top 10 Referrer URLs
Exact referring URL or domain and the number of visits driven from each. Direct (no referrer) is excluded.
| Referrer | Visitors | Pageviews |
|---|---|---|
| docs.wal.app | 352 | 695 |
| google.com | 259 | 463 |
| wal.app | 40 | 150 |
| t.co | 23 | 29 |
| walrus.xyz | 23 | 45 |
| docs.wal.app/docs/getting-started | 14 | 40 |
| chatgpt.com | 10 | 30 |
| walrus.site | 8 | 84 |
| bing.com | 5 | 7 |
| github.com/MystenLabs/walrus | 4 | 6 |
Page ↔ Kapa Theme Correlations
High-traffic pages mapped to the Kapa themes they correspond to.
| Page | Related Kapa Theme | Insight |
|---|---|---|
| /walrus-sites/intro | Walrus Sites Deployment and Configuration | 2,150 visitors with 100s scroll depth mirrors 75 Kapa questions on Sites deployment. |
| /docs/getting-started | Blob Storage Basics and Operations | 1,500 visitors with only 30s dwell time matches bot uncertainty on first-upload steps. |
| /docs/operator-guide | Storage Node Operations | 7% bounce rate from 129 operators aligns with 40 detailed node operations questions. |
| /docs/operator-guide/storage-nodes/commission-governance | Storage Node Operations | 76% bounce despite 78s dwell matches bot uncertainty on commission and staking topics. |
| /docs/examples/checkpoint-data | SDK Integration (TypeScript, Quilt, Seal) | 12% bounce and 59s dwell on examples correlates with high SDK code-example demand. |
| /docs/system-overview/red-stuff | Walrus Architecture and Core Concepts | 65% bounce on RedStuff page matches 18 uncertain architecture questions. |
| /docs/sites/getting-started/installing-the-site-builder | Walrus Sites Deployment and Configuration | 55s dwell on install page mirrors frequent site-builder CLI confusion in chatbot. |
| /docs/getting-started/advanced-setup | Blob Storage Basics and Operations | 78s dwell on advanced setup suggests users follow complex steps with doc gaps. |
Notable Takeaways
Spam consuming nearly one-fifth of chatbot capacity
110 of 655 questions (16.8%) classified as off-topic or spamBot abuse is masking real signal and inflating uncertain-answer rates across all themes.
Pricing questions answered confidently but examples still missing
28 of 58 pricing questions returned uncertain answersNearly half of pricing queries fail despite a cost calculator existing, pointing to a worked-examples gap rather than a tool gap.
Duplicate Walrus Sites URLs splitting engagement
/walrus-sites/intro and /walrus-sites/intro.html each received 2,149–2,150 visitors this weekSEO and analytics signal is being split across identical content, understating true page impact.
SDK integration uncertainty disproportionately high relative to volume
26 of 58 SDK questions returned uncertain answers (45% uncertain rate)Developers using TypeScript, Quilt, and Seal hit undocumented edge cases faster than any other topic area.
Developer Topics
This week saw 655 total Walrus questions dominated by blob storage operations and a very high volume of off-topic/spam traffic (~47 questions). Developer interest is strong across SDK integration, Walrus Sites deployment, pricing, and storage node operations. Questions grouped by specific topic, with confident vs uncertain answer breakdown.
Off-Topic and Spam Queries
9 uncertain — needs review
68 certain — spot check
Blob Storage Basics and Operations
6 uncertain — needs review
33 certain — spot check
Walrus Sites Deployment and Configuration
3 uncertain — needs review
15 certain — spot check
Blob Storage Operations (Store, Read, Delete, Extend)
12 certain — spot check
Storage Costs and Pricing
1 uncertain — needs review
10 certain — spot check
Walrus CLI Installation and Setup
8 certain — spot check
Walrus CLI Installation and Update
1 uncertain — needs review
7 certain — spot check
Seal Encryption and Data Security
1 uncertain — needs review
6 certain — spot check
Blob Upload Methods
6 certain — spot check
Epoch Timing and Duration
2 uncertain — needs review
4 certain — spot check
Storage Pricing and Cost Estimation
6 certain — spot check
Blob Storage Operations
1 uncertain — needs review
5 certain — spot check
Walrus Sites Overview
1 uncertain — needs review
4 certain — spot check
HTTP API Aggregators and Publishers
1 uncertain — needs review
4 certain — spot check
Testnet WAL Token Faucet
2 uncertain — needs review
3 certain — spot check
Walrus Protocol Overview
5 certain — spot check
Aggregator HTTP API
5 certain — spot check
Quilt Batch Storage
4 certain — spot check
Video Storage and Streaming
4 certain — spot check
Quilt API and Usage
4 certain — spot check
Epoch Duration and Storage Lifetime
4 certain — spot check
Seal Encryption and Access Control
4 certain — spot check
Blob Definition and Concepts
4 certain — spot check
Upload Relay and Publisher Endpoints
1 uncertain — needs review
3 certain — spot check
WAL Token Staking
3 certain — spot check
Storage Node Operations and Metrics Errors
3 certain — spot check
Storage Node Requirements
3 certain — spot check
Walrus Sites Deployment (site-builder)
3 certain — spot check
Blob Retrieval via HTTP API
3 certain — spot check
Off-Topic and Non-Walrus Questions
1 uncertain — needs review
2 certain — spot check
WAL and SUI Payment for Storage
1 uncertain — needs review
2 certain — spot check
Blob Retrieval Process
1 uncertain — needs review
2 certain — spot check
Walrus Upload Options Explained
3 certain — spot check
Data Security and Encryption
3 certain — spot check
Walrus Pricing and Costs
3 certain — spot check
Quilt Blob Sizing
1 uncertain — needs review
1 certain — spot check
Walrus Aggregator and Publisher Setup
2 certain — spot check
Blob ID Utilities
2 certain — spot check
Blob Storage Expiry and Renewal
1 uncertain — needs review
1 certain — spot check
WAL Token Transfer and Wallet Operations
2 certain — spot check
Blob ID and Sui Object ID Lookup
2 certain — spot check
Ecosystem Roles and Architecture
2 certain — spot check
Blob Storage Availability and Proof
2 certain — spot check
TypeScript SDK Methods
2 certain — spot check
WAL Wallet Address
2 certain — spot check
Proof of Availability
2 certain — spot check
Move Contract Integration
2 certain — spot check
Walrus Use Cases
2 certain — spot check
Walrus CLI Configuration File
2 certain — spot check
Walrus Network Configuration (Mainnet)
1 uncertain — needs review
1 certain — spot check
Blob Object Ownership and Publisher Behavior
2 certain — spot check
Walrus Mainnet Package and Contract IDs
2 certain — spot check
Blob Size Limits
2 certain — spot check
WAL Staking and Airdrop Eligibility
2 certain — spot check
WAL Token Slashing
2 certain — spot check
Walrus Erasure Coding and Slivers
2 certain — spot check
TypeScript SDK File Upload Component
2 certain — spot check
Storage Fee Structure
2 certain — spot check
Quilt Immutability and Update Limitations
2 certain — spot check
WAL Staking and Unstaking
2 certain — spot check
Quilt Batch Storage Cost Savings
2 certain — spot check
Walrus Blob Naming and Identifiers
2 certain — spot check
Storage Pricing Explanation (Quilt)
2 certain — spot check
Walrus Local Network and Testing
2 certain — spot check
WAL Token Sub-units (FROST)
2 certain — spot check
Walrus Protocol Economics
2 certain — spot check
Small Blob Cost and Quilt Optimization
1 uncertain — needs review
1 certain — spot check
Walrus Testnet Aggregator URL
2 certain — spot check
Walrus Sites Object ID on Update
2 certain — spot check
Contact and Support
1 uncertain — needs review
1 certain — spot check
Solana Cross-Chain Storage
2 certain — spot check
Mainnet Authentication and Publisher
2 certain — spot check
Blob Concepts
1 uncertain — needs review
1 certain — spot check
Blob Read Verification
1 certain — spot check
WAL Token Exchange and Wallet Setup
1 certain — spot check
Walrus Sites Installation
1 certain — spot check
Walrus Backend Integration
1 uncertain — needs review
Sui GraphQL and RPC Events
1 certain — spot check
Use Case Brainstorming
1 certain — spot check
RedStuff Erasure Coding and Architecture
1 uncertain — needs review
AI Agent Use Cases
1 certain — spot check
Storage Node Commission and Rewards
1 certain — spot check
Walrus Publisher Sub-Wallets
1 certain — spot check
WAL Token and Staking Basics
1 certain — spot check
WAL Token Address
1 certain — spot check
Epoch Max Storage Duration
1 certain — spot check
Walrus Sites Static Export
1 certain — spot check
Large File Storage and Chunking
1 certain — spot check
Blob Storage Expiry and Duration
1 certain — spot check
Upload Relay Setup and Operation
1 certain — spot check
Walrus Sites Bring Your Own Domain
1 certain — spot check
Walrus SDKs
1 certain — spot check
Walrus Ecosystem and Partnerships
1 certain — spot check
Blob ID Format and Validation
1 certain — spot check
Walrus Architecture and Core Concepts
1 certain — spot check
Walrus CLI and Documentation Reference
1 certain — spot check
Walrus Documentation and MCP
1 certain — spot check
Walrus Product Marketing
1 certain — spot check
Blob Lifecycle (Store, Extend, Read, Delete)
1 certain — spot check
Blob Attributes via CLI vs Publisher
1 certain — spot check
Blob Permanence and Deletion
1 certain — spot check
TypeScript SDK Write Flow
1 certain — spot check
WASM and Encoding in SDK
1 certain — spot check
Walrus Testnet Network Address
1 uncertain — needs review
Walrus Sponsored Transactions
1 certain — spot check
Walrus Network Shards
1 certain — spot check
Storage Committee Rotation
1 certain — spot check
Walrus Sites Use Case (DAO)
1 certain — spot check
Walrus Community and Integration
1 certain — spot check
Walrus Network Capacity Growth
1 certain — spot check
Walrus CLI PATH Fix
1 certain — spot check
Tusky Migration to Walrus
1 certain — spot check
Publisher Configuration and Size Limits
1 certain — spot check
Epoch-Based Pricing Edge Cases
1 certain — spot check
Walrus Data Storage Verification
1 uncertain — needs review
Walrus Cost Calculator
1 uncertain — needs review
Node.js HTTP Upload Example
1 certain — spot check
Blob Lifecycle Events and Epoch Activation
1 certain — spot check
Walrus Sites CI/CD and GitHub Token
1 certain — spot check
Walrus Governance Portal
1 certain — spot check
Walrus Data Lineage and Provenance
1 certain — spot check
Seal Key Servers
1 certain — spot check
Blob Metadata Fixed Overhead
1 certain — spot check
Seal Offline Usage
1 certain — spot check
Walrus Integration with External Apps
1 certain — spot check
WAL Staking and Governance
1 certain — spot check
Seal and Walrus Content Protection
1 certain — spot check
Blob Expiry and Garbage Collection
1 uncertain — needs review
SDK Blob Deduplication and Force Upload
1 certain — spot check
WAL Token Overview
1 certain — spot check
Walrus AI Agent Integration
1 certain — spot check
Walrus Aggregator Overview
1 certain — spot check
Walrus Sites Portal and Service Provider
1 certain — spot check
Blob Certification and Availability
1 certain — spot check
Epoch Duration SDK Query
1 certain — spot check
SDK TLS Certificate Error
1 certain — spot check
Seal Policy Concepts
1 uncertain — needs review
SDK Transaction Signature Error
1 certain — spot check
Blob Extension via Sui SDK
1 certain — spot check
Walrus Sites Binary Update Requirements
1 certain — spot check
Seal Encryption and Blob Privacy
1 certain — spot check
Publisher Revenue Model
1 certain — spot check
WAL Token Governance
1 certain — spot check
Blob Storage Verification and Status Check
1 certain — spot check
Walrus as Database Backend
1 certain — spot check
TypeScript SDK Browser Error Debugging
1 uncertain — needs review
Blob Storage Extension Limit
1 uncertain — needs review
Publisher HTTP API Endpoint Corrections
1 certain — spot check
TypeScript SDK for Next.js Integration
1 certain — spot check
Walrus Rust SDK
1 certain — spot check
Walrus Sites Testnet Access
1 certain — spot check
Walrus Sites React Deployment
1 certain — spot check
Upload Relay TypeScript Code
1 certain — spot check
Upload Relay Architecture
1 certain — spot check
WAL Testnet Faucet
1 certain — spot check
Testnet Deployment Troubleshooting
1 certain — spot check
Walrus Sites Static File Hosting
1 certain — spot check
Walrus SDKs Overview
1 certain — spot check
Quilt Patches
1 certain — spot check
WAL Staking and Rewards
1 uncertain — needs review
Walrus Learning Roadmap
1 certain — spot check
Walrus TypeScript SDK Upload
1 certain — spot check
Blob Metadata Size
1 uncertain — needs review
Walrus CDN Integration
1 certain — spot check
Walrus Sites Framework Support
1 certain — spot check
WAL Token Unlocks
1 uncertain — needs review
Analytics and ML Platform Use Case
1 certain — spot check
Blob Ownership
1 certain — spot check
Walrus Node Operation
1 certain — spot check
Python SDK Example
1 uncertain — needs review
Walrus Research Publications
1 certain — spot check
Walrus Positioning
1 certain — spot check
Testnet Free Credits and Faucet
1 certain — spot check
Developer Community and Contact
1 certain — spot check
Walrus Chain Agnostic Data Layer
1 certain — spot check
Walrus Sui Integration
1 certain — spot check
Walrus Explorer and Blob Status
1 certain — spot check
HTTP Publisher API JavaScript Example
1 certain — spot check
Quilt Storage and Pricing
1 certain — spot check
Walrus Slivers
1 certain — spot check
Content Writing Topics
1 certain — spot check
User engagement
Top returning users
| User ID | Questions |
|---|---|
| 7f0872c0-1aad-4a13-ac47-8c09b8109fa8 | 2 |
Questions per user
| Questions | Users |
|---|---|
| 1 | 472 |
| 2 | 1 |
Recommended Actions
Add worked pricing examples with concrete WAL/SUI numbers for common blob sizes
Expand /docs/system-overview/storage-costs and the cost calculator page with step-by-step examples for 1 MB, 100 MB, 1 GB, and 1 TB at 2, 10, and 53 epochs.
28 of 58 pricing questions returned uncertain answers this week, and the cost calculator exists but lacks narrative examples.
Publish end-to-end SDK cookbook covering TypeScript upload, Quilt batching, and Seal encryption
Create a dedicated /docs/developer-cookbook page with runnable code for writeBlob, store-quilt, Seal encrypt/decrypt, and blob extension via Sui SDK.
45% of SDK questions returned uncertain answers; developers are hitting undocumented API edge cases at the deepest integration stage.
Consolidate duplicate Walrus Sites URLs with canonical redirects
Add HTTP 301 redirects from /walrus-sites/intro.html and /walrus-sites/tutorial.html to their canonical counterparts, and add canonical link tags.
Duplicate URLs received 2,149–2,150 visitors each this week, splitting SEO equity and analytics signal for the highest-engagement pages.
Add a node operator quick-reference card for 403 metrics errors and commission CLI commands
Create a troubleshooting section within /docs/operator-guide/storage-nodes covering metrics 403 allowlist status, hardware minimums, and walrus collect-commission usage.
18 uncertain operator questions this week, and the commission-governance page shows a 76% bounce rate despite high dwell time.
Improve walrus store CLI error messages for common failure modes
Add structured error output to walrus store and walrus extend for insufficient WAL balance, expired blob extension attempts, and missing config file scenarios.
76 uncertain blob storage answers this week include users hitting silent or cryptic failures during upload and extension operations.
Add walrus info pricing subcommand with per-size cost estimates
Extend the walrus info command with a pricing subcommand that accepts file size and epoch count and outputs estimated WAL and SUI costs using current on-chain parameters.
28 uncertain pricing questions this week stem from the gap between abstract pricing docs and the cost calculator; a CLI-native estimate would serve developers already in the terminal.
Build a blob status and expiry inspector CLI command
Create a new walrus blob-status command that accepts a blob ID and returns current epoch, expiry epoch, remaining epochs, estimated expiry date, and certification status.
Multiple questions this week asked how to check blob availability over time and when blobs expire; no single command surfaces this information today.