Benqi vs Dune

Benqi operates two foundational product lines natively on Avalanche: Benqi Liquid Staking (BLS) and the Benqi Liquidity Market (BLM). Through the liquid staking interface, participants deposit native AVAX into staking contracts to mint sAVAX. The sAVAX token automatically accumulates validator staking rewards by appreciating in value relative to AVAX over time, removing the need for manual reward claims while allowing holders to transfer, trade, or collateralize their staked balance across external decentralized finance protocols.

Alongside liquid staking, Benqi provides non-custodial money markets patterned after algorithmic pool structures. Users supply assets such as AVAX, sAVAX, wrapped Bitcoin, wrapped Ethereum, and leading stablecoins including USDC and USDT to earn variable interest funded by borrowers. Suppliers receive interest-bearing qiTokens representing their proportional share of the underlying liquidity pool. Borrowers can then draw overcollateralized loans against their supplied collateral balance, paying floating interest rates determined mathematically by supply and demand utilization curves within each individual asset reserve.

Dune operates primarily as a web-based data workspace that abstracts raw blockchain data into clean relational schemas. Supported networks span major Layer 1 and Layer 2 ecosystems, including Ethereum, Solana, Bitcoin, Arbitrum, Optimism, Polygon, and Base. Raw blockchain data, encompassing block headers, transaction receipts, and log traces, is parsed into structured tables via DuneSQL, an optimized query engine based on Trino. This structure allows researchers to query event logs, contract method calls, and transfer traces directly.

Beyond raw blocks, the platform provides curated datasets through its Spellbook repository, a community-maintained transformation layer powered by dbt. These abstractions aggregate complex protocol interactions, such as automated market maker swaps, lending pool liquidations, and non-fungible token marketplace sales, into standardised multi-chain tables. Visualisation modules allow users to turn raw table outputs into line charts, bar plots, area graphs, counters, and pie visualisations, which can be grouped into composite shareable dashboards. Protocol builders can publish project pages that display real-time ecosystem health metrics to the broader market, while analysts can fork existing community code to modify underlying parameters without starting from scratch.

Engaging with Benqi involves several distinct protocol-level and network-level costs rather than traditional commercial account fees. On the liquid staking side, Benqi applies a protocol fee deducted directly from incoming validator staking rewards prior to distribution, funding protocol development and reserve management. When minting sAVAX or redeeming back to AVAX, transactions incur Avalanche C-Chain network gas fees settled in AVAX, which fluctuate based on prevailing blockchain congestion levels.

In the Benqi Liquidity Market, suppliers and borrowers encounter variable interest rate models. Borrowers pay annualized interest rates that escalate as pool utilization rises, while a reserve factor percentage is directed to protocol reserves. Unstaking sAVAX through the native redemption queue involves an unbonding period dictated by Avalanche network consensus validation cycles. Alternatively, users requiring immediate liquidity can trade sAVAX for AVAX on decentralized exchanges, though this route exposes traders to market spreads, liquidity pool depth limits, and decentralized exchange swap fees.

Dune uses a freemium model where users can sign up at zero initial cost to write public queries, build public dashboards, and explore community research. Free accounts receive a baseline allowance of monthly query execution credits, sufficient for casual exploration and standard research workloads. However, free accounts run on shared compute queues, which can lead to longer execution waiting times during peak network congestion, and all published work remains publicly visible.

For teams requiring dedicated resources, Dune provides paid commercial tiers, commonly structured around Plus and Premium subscriptions alongside custom Enterprise packages. Paid plans introduce private query authoring, private dashboards, larger allowances of monthly compute credits, prioritized query execution pipelines, and automated query scheduling. Furthermore, Dune offers programmatic API tiers priced according to monthly datapoint and execution unit allowances. Heavy data users consuming continuous streaming API responses or running resource-intensive historical aggregations must monitor their monthly credit burn rates closely, as additional compute units and private team seats scale total recurring costs.

Benqi operates on a fully non-custodial framework where users retain direct ownership of their private keys throughout every interaction. Connecting to the protocol occurs via self-custody Web3 wallets such as Core, MetaMask, or hardware-linked wallet software. Assets deposited into the money market or liquid staking contracts are governed entirely by programmatic code on the Avalanche C-Chain, meaning no centralized custodian or corporate entity holds administrative custody over user balances.

Protocol security relies on automated smart contracts, multi-signature governance frameworks, and third-party security audits conducted by external blockchain security firms. Price feeds for lending valuations and liquidation calculations are supplied by decentralized oracle networks such as Chainlink. Users must actively manage their health factor metrics within the interface, as collateral balances are subject to automated partial liquidation by independent keeper bots if market price swings push account health below required collateralization thresholds.

Dune is entirely non-custodial and read-only regarding asset management. The platform does not hold, transmit, custody, or manage cryptographic keys, wallet funds, or financial balances. Users connect to the analytics dashboard using standard email credentials or single sign-on mechanisms, with optional multi-factor authentication available to helps protect organizational accounts. Read-only wallet addresses can be queried publicly across raw ledger records, ensuring that no sensitive private keys are ever requested or stored on the platform servers.

From an organizational data security perspective, Dune supports role-based access management for corporate accounts and research teams. Workspace administrators can designate member permissions, control private dashboard visibility, and manage the generation and revocation of API keys. Network communications are secured through standard transport layer encryption protocols. Because public queries and schemas are accessible to all platform users by default, enterprise users managing proprietary trading strategies or unpublished commercial metrics must helps support their dashboards are explicitly set to private within paid team workspaces to prevent unintended strategy disclosure.

Because Benqi is deployed as permissionless smart contracts on the public Avalanche blockchain, the underlying protocol is accessible globally to anyone with an internet connection, a compatible Web3 wallet, and network gas tokens. The decentralized nature of the application removes traditional banking onboarding hurdles, credit checks, and identity verification requirements. However, regulatory restrictions may apply to front-end hosted interfaces in specific geographic regions, leading some users to interact through alternative nodes or decentralized front-ends.

Governance of protocol parameters, supported collateral tiers, and reserve factors is driven through the native QI governance token and community snapshot votes. Customer support follows a decentralized model rather than a corporate helpdesk format. Assistance is available primarily through community documentation, developer GitHub repositories, and official community chat servers on Discord and Telegram, where moderators provide technical guidance regarding interface connectivity, contract interactions, and documentation interpretation.

Founded in Norway in 2018, Dune provides global web availability without traditional financial services licensing requirements, as it provides data analytics rather than investment execution or money transmission services. Access to the platform web portal and documentation is available internationally, subject to standard international sanction boundaries and acceptable use policies that prohibit malicious scraping or system abuse. Individual researchers and enterprise organisations can register accounts using standard email credentials or single sign on authentication without needing accredited investor verification.

Customer assistance is centered around an extensive public knowledge base, official platform documentation, and an active community Discord server. Free tier users primarily obtain assistance through community discussion channels and shared public forums, where experienced community analysts collaborate on SQL debugging and table mapping. Paid subscription tiers receive dedicated support routing, including direct technical assistance channels, higher service level agreements for enterprise accounts, and dedicated onboarding sessions for data engineering teams integrating Dune API streams into internal production data pipelines.