Pine Analytics

Pine Analytics is a Solana-focused data analytics and research firm that converts raw on-chain activity into structured intelligence for protocol teams, investors, and crypto-native organizations. Founded in September 2022 by data analyst Jack Stewart, the firm operates two complementary offerings: a managed dashboarding and alerting platform for client teams, and a public research publication covering the Solana ecosystem.

The Platform: Managed Analytics Infrastructure

The analytics platform, available at app.pineanalytics.xyz, delivers what the firm describes as "instant dashboards, automated anomaly alerts, and rich data-backed narratives" built for real-time speed and enterprise-grade scale. Rather than offering self-serve query tools, Pine Analytics functions as a managed service -- building bespoke infrastructure and providing ongoing interpretation alongside it.

The engagement process follows a structured four-stage flow. A kickoff consultation establishes the client's key metrics and success criteria. Custom dashboards are then built against on-chain data and deployed. Real-time threshold alerts and anomaly detection are configured to route directly into the team's existing workflow via Slack, email, or Notion. Ongoing engagement includes weekly research reports and automated updates that surface material shifts as conditions change.

A distinguishing element of the Pine Analytics data layer is its hand-curated metadata system, which tags on-chain actors -- deployers, insiders, and bots -- to give clients more interpretable signals than raw transaction volumes alone. The platform covers activity across major Layer 1 blockchains and niche rollups, though Solana is its primary domain.

Client relationships listed on the firm's website include Hivemapper, Helius, Sky, Plasma, Tensor, and Jupiter, situating Pine Analytics within Solana's core protocol and infrastructure layer.

Research: Making the Solana Ecosystem Legible

Alongside its client services, Pine Analytics maintains a Substack publication producing public analysis on Solana ecosystem topics. The research output is characterized by methodological specificity and primary on-chain sourcing rather than aggregated market commentary.

The State of DePIN on Solana (August 2025) documented Solana's decentralized physical infrastructure landscape, identifying approximately 30 active DePIN networks across seven verticals -- a sixfold increase from fewer than five networks in mid-2023. The report tracked enterprise adoption milestones including AT&T routing network traffic through XNET hotspots for 18 million devices and Lyft integrating Hivemapper's mapping service into real-time ride navigation. Leading projects at the time of publication included Helium (370,000 active hotspots), io.net (10,000 coordinated GPU nodes processing around $80,000 in daily compute jobs), and Grass (2-3 million bandwidth-sharing nodes). The report's central argument was that Solana's DePIN networks had "crossed the credibility threshold" through verifiable enterprise partnerships and revenue generation, shifting the fundamental question from whether the model works to which specific networks achieve sustainable profitability beyond subsidized growth.

Mapping Solana's Black Boxes (April 2025) introduced a behavioral mapping methodology for analyzing closed-source Solana programs -- protocols that operate without public source code or documentation. Using PumpSwap as the case study, Pine Analytics walked through a five-step approach: selecting a target program, generating transactions via its frontend, recognizing patterns across similar transactions, extracting relevant data, and refining assumptions against irregular behaviors. The piece included reproducible Flipside Crypto query examples, making the methodology practical for other researchers in the ecosystem.

Tracking bSOL: Adoption, Usage, and Ecosystem (April 2025) presented three dashboards tracking SolBlaze's bSOL liquid staking token across Solana's DeFi layer. The analysis covered bSOL deployment across lending protocols including Kamino, Solend, MarginFi, and Drift, alongside weekly market cap changes, holder growth trajectories, and swap volumes. The research was built on Flipside's query infrastructure throughout.

Tokenized Equities on Solana (June 2026) analyzed how Solana came to capture approximately 97% of tokenized-equity spot trading volume globally -- roughly $869 million in May 2026 versus $24 million across all other chains combined. The report differentiated the four primary issuers then active on Solana -- Backpack Securities, Ondo Global Markets, xStocks (Backed Finance), and PreStocks -- by legal structure and actual holder rights. The analysis concluded that redemption mechanics, collateral arrangements, and counterparty exposure varied dramatically across instruments that shared similar price charts, a distinction with material consequences after May 2026 events in which certain synthetic models came under stress.

Methodology and Data Infrastructure

Pine Analytics builds its analysis primarily from on-chain data queried through Flipside Crypto's infrastructure, surfaced through custom dashboards. Its methodology is distinguishable from price and volume aggregators by its focus on behavioral inference -- understanding what programs do and who the participants are -- rather than simply aggregating statistics. The emphasis on metadata curation, specifically tagging deployers, insiders, and bots, reflects an interpretive layer that sits between raw transaction data and actionable intelligence.

Helius, one of Solana's leading RPC and API providers, cited Pine Analytics among "Solana research companies" that use on-chain dashboards to report on the network's economic health, macro trends, and on-chain dynamics.

Position in the Solana Ecosystem

Pine Analytics occupies a specialist niche between general-purpose analytics platforms such as Dune and Flipside and the dedicated dashboards maintained by individual protocols. It targets teams that need ongoing, managed analysis rather than raw query access -- combining custom dashboard infrastructure with the contextual interpretation that turns data into decisions.

Its public research publication serves a dual role: demonstrating analytical capability and contributing primary research to an ecosystem that benefits from independent, data-grounded coverage. The research portfolio tracks the arc of Solana's own development -- from DeFi infrastructure through liquid staking tokens into DePIN coordination and tokenized real-world assets -- covering each vertical as it matures enough to support rigorous on-chain analysis.