# DeFi Analytics ⎊ Area ⎊ Resource 1 --- ## What is the Analysis of DeFi Analytics? ⎊ DeFi Analytics represents the quantitative dissection of on-chain data to derive actionable insights within decentralized finance ecosystems, extending traditional financial modeling to a transparent, albeit complex, ledger. It encompasses the evaluation of smart contract interactions, liquidity pool dynamics, and user behavior to assess protocol health and identify emerging trends. Effective implementation requires proficiency in statistical analysis, data visualization, and a nuanced understanding of blockchain technology, enabling informed decision-making for traders and investors. This analytical approach moves beyond simple price discovery to encompass risk assessment and opportunity identification in novel financial instruments. ## What is the Algorithm of DeFi Analytics? ⎊ The core of DeFi Analytics relies heavily on algorithmic processes designed to extract, transform, and load blockchain data for subsequent analysis, often employing techniques from time series analysis and machine learning. These algorithms are crucial for identifying arbitrage opportunities, predicting liquidity fluctuations, and detecting anomalous activity indicative of potential exploits or market manipulation. Development of robust algorithms necessitates consideration of data integrity, scalability, and the inherent volatility of cryptocurrency markets. Automated strategies, powered by these algorithms, are increasingly deployed to optimize yield farming, manage portfolio risk, and execute complex trading strategies. ## What is the Asset of DeFi Analytics? ⎊ Within the context of cryptocurrency and derivatives, DeFi Analytics focuses on the valuation and risk profiling of digital assets, including tokens, NFTs, and synthetic instruments. This involves assessing the underlying collateralization ratios, impermanent loss exposure, and governance mechanisms of DeFi protocols. Understanding the asset’s utility, tokenomics, and network effects is paramount for accurate valuation, particularly in the absence of traditional financial benchmarks. Comprehensive asset analysis informs investment decisions, lending strategies, and the creation of sophisticated derivative products. --- ## [DeFi Option Vaults](https://term.greeks.live/term/defi-option-vaults/) Meaning ⎊ DeFi Option Vaults automate option writing strategies, allowing users to generate passive yield by pooling capital to monetize market volatility. ⎊ Term ## [DeFi Protocols](https://term.greeks.live/term/defi-protocols/) Meaning ⎊ Decentralized options protocols offer a critical financial layer for managing volatility and transferring risk through capital-efficient, on-chain mechanisms. ⎊ Term ## [DeFi Derivatives](https://term.greeks.live/term/defi-derivatives/) Meaning ⎊ DeFi derivatives provide permissionless risk transfer mechanisms, utilizing smart contracts to replicate traditional financial instruments and manage volatility in decentralized markets. ⎊ Term ## [On-Chain Analytics](https://term.greeks.live/definition/on-chain-analytics/) The practice of monitoring and interpreting public blockchain data to track transactions, identify risks, and ensure compliance. ⎊ Term ## [DeFi Risk Management](https://term.greeks.live/term/defi-risk-management/) Meaning ⎊ DeFi risk management is the architectural discipline of identifying, quantifying, and mitigating systemic vulnerabilities within decentralized financial protocols, focusing on code integrity and economic incentives. ⎊ Term ## [DeFi Options Protocols](https://term.greeks.live/term/defi-options-protocols/) Meaning ⎊ DeFi Options Protocols facilitate decentralized risk management by creating on-chain derivatives, balancing capital efficiency against systemic risk in a permissionless environment. ⎊ Term ## [DeFi Options](https://term.greeks.live/term/defi-options/) Meaning ⎊ DeFi options enable non-custodial risk transfer and volatility hedging through automated smart contract settlement and liquidity pools. ⎊ Term ## [DeFi Architecture](https://term.greeks.live/term/defi-architecture/) Meaning ⎊ DeFi options architecture utilizes automated market makers and dynamic risk management to provide liquidity and price derivatives in decentralized markets. ⎊ Term ## [DeFi Primitives](https://term.greeks.live/term/defi-primitives/) Meaning ⎊ Decentralized Options Vaults are automated financial primitives designed to generate yield by selling options premiums, effectively monetizing market volatility through pooled capital. ⎊ Term ## [DeFi Options Vaults](https://term.greeks.live/term/defi-options-vaults/) Meaning ⎊ DeFi Options Vaults automate complex options strategies to generate passive yield by selling volatility, abstracting risk management for users while facing challenges in capital efficiency and market volatility. ⎊ Term ## [DeFi](https://term.greeks.live/term/defi/) Meaning ⎊ Decentralized options systems enable permissionless risk transfer by utilizing smart contracts to create derivatives markets, challenging traditional finance models with new forms of capital efficiency and systemic risk. ⎊ Term ## [DeFi Infrastructure](https://term.greeks.live/term/defi-infrastructure/) Meaning ⎊ DeFi options infrastructure enables non-linear risk transfer through decentralized liquidity pools, requiring new models to manage capital efficiency and volatility in a permissionless environment. ⎊ Term ## [Predictive Analytics](https://term.greeks.live/term/predictive-analytics/) Meaning ⎊ Predictive Analytics for crypto options models the dynamic implied volatility surface to manage systemic risk and optimize capital efficiency in decentralized markets. ⎊ Term ## [DeFi Protocol Design](https://term.greeks.live/term/defi-protocol-design/) Meaning ⎊ AMM-based options protocols automate derivatives trading by creating liquidity pools where pricing is determined algorithmically, offering capital-efficient risk management. ⎊ Term ## [Behavioral Game Theory in DeFi](https://term.greeks.live/term/behavioral-game-theory-in-defi/) Meaning ⎊ Behavioral Game Theory applies psychological insights to design decentralized financial protocols that counteract human biases and mitigate systemic risk in options markets. ⎊ Term ## [Game Theory in DeFi](https://term.greeks.live/definition/game-theory-in-defi/) Analyzing strategic interactions between participants to ensure protocol stability through incentivized cooperation. ⎊ Term ## [Capital Efficiency in DeFi](https://term.greeks.live/definition/capital-efficiency-in-defi/) The degree to which protocols optimize the productive use of locked assets to enhance returns and reduce idle capital. ⎊ Term ## [Predictive Risk Analytics](https://term.greeks.live/term/predictive-risk-analytics/) Meaning ⎊ Predictive Risk Analytics in crypto options quantifies systemic risk by modeling protocol physics, liquidity fragmentation, and volatility clustering to anticipate potential failures beyond standard market volatility. ⎊ Term ## [DeFi Protocol Architecture](https://term.greeks.live/term/defi-protocol-architecture/) Meaning ⎊ Decentralized options protocols are architectural frameworks designed to transfer and price non-linear risk without reliance on a centralized counterparty. ⎊ Term ## [DeFi Lending Protocols](https://term.greeks.live/definition/defi-lending-protocols/) Decentralized platforms using smart contracts to automate lending, borrowing, and collateral management. ⎊ Term ## [DeFi Risk Modeling](https://term.greeks.live/term/defi-risk-modeling/) Meaning ⎊ DeFi Risk Modeling adapts traditional quantitative methods to quantify and manage unique smart contract, systemic, and behavioral risks within decentralized derivatives protocols. ⎊ Term ## [Interest Rate Swaps in DeFi](https://term.greeks.live/term/interest-rate-swaps-in-defi/) Meaning ⎊ Interest rate swaps are a foundational DeFi primitive for managing floating rate volatility, enabling predictable cash flows for both borrowers and lenders. ⎊ Term ## [DeFi Stress Testing](https://term.greeks.live/term/defi-stress-testing/) Meaning ⎊ DeFi stress testing evaluates the resilience of decentralized protocols against technical and adversarial failures by simulating systemic risk and non-linear outcomes from composability. ⎊ Term ## [DeFi Game Theory](https://term.greeks.live/term/defi-game-theory/) Meaning ⎊ Derivative Protocol Physics analyzes the adversarial incentive structures and systemic risk dynamics governing decentralized options markets. ⎊ Term ## [Capital Efficiency in DeFi Derivatives](https://term.greeks.live/term/capital-efficiency-in-defi-derivatives/) Meaning ⎊ Capital efficiency in DeFi derivatives optimizes collateral utilization to maximize notional exposure per unit of capital while balancing risk management and protocol stability. ⎊ Term ## [Real-Time Analytics](https://term.greeks.live/term/real-time-analytics/) Meaning ⎊ Real-Time Analytics provides continuous, high-fidelity data processing for immediate risk assessment and dynamic adjustment of collateral and pricing models in crypto options markets. ⎊ Term ## [DeFi Risk-Free Rate](https://term.greeks.live/term/defi-risk-free-rate/) Meaning ⎊ The DeFi Risk-Free Rate is the emergent cost of capital in decentralized markets, serving as the baseline for options pricing and risk management strategies. ⎊ Term ## [DeFi Lending Rates](https://term.greeks.live/definition/defi-lending-rates/) Algorithmic interest rates set by supply and demand for borrowed assets within decentralized lending protocols. ⎊ Term ## [Real-Time Risk Analytics](https://term.greeks.live/term/real-time-risk-analytics/) Meaning ⎊ Real-Time Risk Analytics continuously assesses portfolio exposure and protocol solvency to prevent cascading liquidations in decentralized derivatives markets. ⎊ Term ## [Predictive Analytics Integration](https://term.greeks.live/term/predictive-analytics-integration/) Meaning ⎊ Predictive analytics integration in crypto options synthesizes market microstructure and on-chain data to forecast systemic risk and optimize decentralized protocol stability. ⎊ Term --- ## Raw Schema Data ```json { "@context": "https://schema.org", "@type": "BreadcrumbList", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "Home", "item": "https://term.greeks.live/" }, { "@type": "ListItem", "position": 2, "name": "Area", "item": "https://term.greeks.live/area/" }, { "@type": "ListItem", "position": 3, "name": "DeFi Analytics", "item": "https://term.greeks.live/area/defi-analytics/" }, { "@type": "ListItem", "position": 4, "name": "Resource 1", "item": "https://term.greeks.live/area/defi-analytics/resource/1/" } ] } ``` ```json { "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "What is the Analysis of DeFi Analytics?", "acceptedAnswer": { "@type": "Answer", "text": "⎊ DeFi Analytics represents the quantitative dissection of on-chain data to derive actionable insights within decentralized finance ecosystems, extending traditional financial modeling to a transparent, albeit complex, ledger. 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The fabric forms an arch, culminating in a bright neon green peak against a dark background." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/game-theory-in-defi/", "url": "https://term.greeks.live/definition/game-theory-in-defi/", "headline": "Game Theory in DeFi", "description": "Analyzing strategic interactions between participants to ensure protocol stability through incentivized cooperation. ⎊ Term", "datePublished": "2025-12-15T08:03:53+00:00", "dateModified": "2026-03-23T09:41:55+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/advanced-risk-stratification-and-layered-collateralization-in-defi-structured-products.jpg", "width": 3850, "height": 2166, "caption": "A close-up view of nested, multicolored rings housed within a dark gray structural component. The elements vary in color from bright green and dark blue to light beige, all fitting precisely within the recessed frame." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/capital-efficiency-in-defi/", "url": "https://term.greeks.live/definition/capital-efficiency-in-defi/", "headline": "Capital Efficiency in DeFi", "description": "The degree to which protocols optimize the productive use of locked assets to enhance returns and reduce idle capital. ⎊ Term", "datePublished": "2025-12-15T08:38:01+00:00", "dateModified": "2026-03-20T12:59:31+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/a-high-level-visualization-of-systemic-risk-aggregation-in-cross-collateralized-defi-derivative-protocols.jpg", "width": 3850, "height": 2166, "caption": "A complex, interwoven knot of thick, rounded tubes in varying colors—dark blue, light blue, beige, and bright green—is shown against a dark background. 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The layers diminish in size towards the center, creating a sense of depth, with the outermost teal layer featuring cutouts along its surface." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/defi-protocol-architecture/", "url": "https://term.greeks.live/term/defi-protocol-architecture/", "headline": "DeFi Protocol Architecture", "description": "Meaning ⎊ Decentralized options protocols are architectural frameworks designed to transfer and price non-linear risk without reliance on a centralized counterparty. ⎊ Term", "datePublished": "2025-12-15T09:58:13+00:00", "dateModified": "2026-01-04T14:59:53+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/nested-collateralized-smart-contract-architecture-for-synthetic-asset-creation-in-defi-protocols.jpg", "width": 3850, "height": 2166, "caption": "The image features a stylized, futuristic structure composed of concentric, flowing layers. 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The composition features deep blue outer layers and an inner bright green ring with screw-like threading, suggesting interlocking mechanical components." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/defi-risk-modeling/", "url": "https://term.greeks.live/term/defi-risk-modeling/", "headline": "DeFi Risk Modeling", "description": "Meaning ⎊ DeFi Risk Modeling adapts traditional quantitative methods to quantify and manage unique smart contract, systemic, and behavioral risks within decentralized derivatives protocols. ⎊ Term", "datePublished": "2025-12-15T10:11:34+00:00", "dateModified": "2026-01-04T15:04:58+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/interconnected-defi-protocols-depicting-intricate-options-strategy-collateralization-and-cross-chain-liquidity-flow-dynamics.jpg", "width": 3850, "height": 2166, "caption": "A close-up digital rendering depicts smooth, intertwining abstract forms in dark blue, off-white, and bright green against a dark background. The composition features a complex, braided structure that converges on a central, mechanical-looking circular component." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/interest-rate-swaps-in-defi/", "url": "https://term.greeks.live/term/interest-rate-swaps-in-defi/", "headline": "Interest Rate Swaps in DeFi", "description": "Meaning ⎊ Interest rate swaps are a foundational DeFi primitive for managing floating rate volatility, enabling predictable cash flows for both borrowers and lenders. ⎊ Term", "datePublished": "2025-12-15T10:21:11+00:00", "dateModified": "2025-12-15T10:21:11+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/visualizing-complex-financial-derivatives-structures-through-market-cycle-volatility-and-liquidity-fluctuations.jpg", "width": 3850, "height": 2166, "caption": "A three-dimensional abstract wave-like form twists across a dark background, showcasing a gradient transition from deep blue on the left to vibrant green on the right. A prominent beige edge defines the helical shape, creating a smooth visual boundary as the structure rotates through its phases." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/defi-stress-testing/", "url": "https://term.greeks.live/term/defi-stress-testing/", "headline": "DeFi Stress Testing", "description": "Meaning ⎊ DeFi stress testing evaluates the resilience of decentralized protocols against technical and adversarial failures by simulating systemic risk and non-linear outcomes from composability. ⎊ Term", "datePublished": "2025-12-15T10:43:57+00:00", "dateModified": "2025-12-15T10:43:57+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/decentralized-finance-protocol-algorithmic-volatility-dampening-mechanism-for-derivative-settlement-optimization.jpg", "width": 3850, "height": 2166, "caption": "The image displays a cutaway view of a precision technical mechanism, revealing internal components including a bright green dampening element, metallic blue structures on a threaded rod, and an outer dark blue casing. The assembly illustrates a mechanical system designed for precise movement control and impact absorption." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/defi-game-theory/", "url": "https://term.greeks.live/term/defi-game-theory/", "headline": "DeFi Game Theory", "description": "Meaning ⎊ Derivative Protocol Physics analyzes the adversarial incentive structures and systemic risk dynamics governing decentralized options markets. ⎊ Term", "datePublished": "2025-12-16T08:04:35+00:00", "dateModified": "2025-12-16T08:04:35+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/deep-dive-into-multi-layered-volatility-regimes-across-derivatives-contracts-and-cross-chain-interoperability-within-the-defi-ecosystem.jpg", "width": 3850, "height": 2166, "caption": "A high-resolution abstract image displays smooth, flowing layers of contrasting colors, including vibrant blue, deep navy, rich green, and soft beige. These undulating forms create a sense of dynamic movement and depth across the composition." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/capital-efficiency-in-defi-derivatives/", "url": "https://term.greeks.live/term/capital-efficiency-in-defi-derivatives/", "headline": "Capital Efficiency in DeFi Derivatives", "description": "Meaning ⎊ Capital efficiency in DeFi derivatives optimizes collateral utilization to maximize notional exposure per unit of capital while balancing risk management and protocol stability. ⎊ Term", "datePublished": "2025-12-16T08:26:56+00:00", "dateModified": "2025-12-16T08:26:56+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/high-efficiency-decentralized-finance-protocol-engine-driving-market-liquidity-and-algorithmic-trading-efficiency.jpg", "width": 3850, "height": 2166, "caption": "A high-tech propulsion unit or futuristic engine with a bright green conical nose cone and light blue fan blades is depicted against a dark blue background. The main body of the engine is dark blue, framed by a white structural casing, suggesting a high-efficiency mechanism for forward movement." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/real-time-analytics/", "url": "https://term.greeks.live/term/real-time-analytics/", "headline": "Real-Time Analytics", "description": "Meaning ⎊ Real-Time Analytics provides continuous, high-fidelity data processing for immediate risk assessment and dynamic adjustment of collateral and pricing models in crypto options markets. ⎊ Term", "datePublished": "2025-12-16T09:39:19+00:00", "dateModified": "2025-12-16T09:39:19+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/real-time-volatility-metrics-visualization-for-exotic-options-contracts-algorithmic-trading-dashboard.jpg", "width": 3850, "height": 2166, "caption": "A close-up view reveals a futuristic, high-tech instrument with a prominent circular gauge. The gauge features a glowing green ring and two pointers on a detailed, mechanical dial, set against a dark blue and light green chassis." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/defi-risk-free-rate/", "url": "https://term.greeks.live/term/defi-risk-free-rate/", "headline": "DeFi Risk-Free Rate", "description": "Meaning ⎊ The DeFi Risk-Free Rate is the emergent cost of capital in decentralized markets, serving as the baseline for options pricing and risk management strategies. ⎊ Term", "datePublished": "2025-12-16T10:01:47+00:00", "dateModified": "2026-01-04T15:49:59+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/algorithmic-execution-architecture-for-decentralized-perpetual-swaps-and-structured-options-pricing-mechanism.jpg", "width": 3850, "height": 2166, "caption": "A cutaway view reveals the intricate inner workings of a cylindrical mechanism, showcasing a central helical component and supporting rotating parts. This structure metaphorically represents the complex, automated processes governing structured financial derivatives in cryptocurrency markets." } }, { "@type": "Article", "@id": "https://term.greeks.live/definition/defi-lending-rates/", "url": "https://term.greeks.live/definition/defi-lending-rates/", "headline": "DeFi Lending Rates", "description": "Algorithmic interest rates set by supply and demand for borrowed assets within decentralized lending protocols. ⎊ Term", "datePublished": "2025-12-16T10:09:36+00:00", "dateModified": "2026-03-14T11:59:51+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/advanced-defi-smart-contract-mechanism-visualizing-layered-protocol-functionality.jpg", "width": 3850, "height": 2166, "caption": "This abstract visual displays a dark blue, winding, segmented structure interconnected with a stack of green and white circular components. The composition features a prominent glowing neon green ring on one of the central components, suggesting an active state within a complex system." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/real-time-risk-analytics/", "url": "https://term.greeks.live/term/real-time-risk-analytics/", "headline": "Real-Time Risk Analytics", "description": "Meaning ⎊ Real-Time Risk Analytics continuously assesses portfolio exposure and protocol solvency to prevent cascading liquidations in decentralized derivatives markets. ⎊ Term", "datePublished": "2025-12-16T11:13:26+00:00", "dateModified": "2025-12-16T11:13:26+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/decentralized-perpetual-contracts-architecture-visualizing-real-time-automated-market-maker-data-flow.jpg", "width": 3850, "height": 2166, "caption": "An abstract, high-contrast image shows smooth, dark, flowing shapes with a reflective surface. A prominent green glowing light source is embedded within the lower right form, indicating a data point or status." } }, { "@type": "Article", "@id": "https://term.greeks.live/term/predictive-analytics-integration/", "url": "https://term.greeks.live/term/predictive-analytics-integration/", "headline": "Predictive Analytics Integration", "description": "Meaning ⎊ Predictive analytics integration in crypto options synthesizes market microstructure and on-chain data to forecast systemic risk and optimize decentralized protocol stability. ⎊ Term", "datePublished": "2025-12-17T08:48:58+00:00", "dateModified": "2025-12-17T08:48:58+00:00", "author": { "@type": "Person", "name": "Greeks.live", "url": "https://term.greeks.live/author/greeks-live/" }, "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/intertwined-liquidity-streams-and-bullish-momentum-in-decentralized-structured-products-market-microstructure-analysis.jpg", "width": 3850, "height": 2166, "caption": "The abstract image displays a close-up view of multiple smooth, intertwined bands, primarily in shades of blue and green, set against a dark background. A vibrant green line runs along one of the green bands, illuminating its path." } } ], "image": { "@type": "ImageObject", "url": "https://term.greeks.live/wp-content/uploads/2025/12/multi-layered-protocol-architecture-illustrating-collateralized-debt-positions-and-interoperability-in-defi-ecosystems.jpg" } } ``` --- **Original URL:** https://term.greeks.live/area/defi-analytics/resource/1/