Aave Borrowing - DeFi Loans 2025
Access decentralised lending with this leading DeFi protocol. Borrow crypto assets with competitive rates, no KYC. It has full control over your funds.
Why Choose Aave for DeFi Borrowing?
It is the leading decentralised lending ecosystem that revolutionises how you borrow digital assets. Unlike traditional centralised platforms, it operates. It uses smart contracts, giving you complete control over your assets while accessing competitive borrowing rates.
As a pioneer in decentralised finance, it offers innovative features like flash loans, rate switching, and multi-chain support. It is the preferred choice for both beginners and advanced DeFi users.
- decentralised: No intermediaries, full control over your funds
- No KYC: Anonymous borrowing with just a wallet connection
- Competitive Rates: Market-driven interest rates
- Flash Loans: Innovative uncollateralized borrowing
- Multi-Chain: Available on Ethereum, Polygon, Avalanche. It more
How Aave Protocol Works
Its borrowing mechanism is powered by advanced smart contracts that automatically manage loans and interest rates. It operates through liquidations without human intervention. It uses a decentralised network of liquidity pools where users can deposit assets to earn interest or borrow against their collateral with transparent, algorithmic pricing.
Step 1: Connect Your Wallet
Connect your Web3 wallet (MetaMask, WalletConnect, Coinbase Wallet, etc.) to the Aave application. No registration, KYC, or personal information required - simply connect your wallet and start borrowing immediately. The protocol supports all major Ethereum wallets and hardware wallets for maximum security and convenience.
Step 2: Deposit Collateral
Deposit cryptocurrency assets as collateral to secure your borrowing position. Aave accepts major tokens. This includes ETH, WBTC, USDC, USDT, DAI, and LINK. It is many others across multiple blockchain networks. Your collateral determines your borrowing power, with each asset having specific loan-to-value ratios based on risk assessments and market volatility.
The protocol automatically calculates your maximum borrowing capacity based on collateral value and asset volatility. Its current market conditions. Higher-quality collateral, such as stablecoins and established cryptocurrencies, typically offers better borrowing ratios. It may never be more volatile assets, with conservative limits to protect the protocol and users.
Step 3: Choose Your Loan
Select the cryptocurrency you want to borrow and choose between stable or variable interest rate options. Stable rates provide predictable borrowing costs that remain relatively constant. Its variable rates fluctuate based on market supply and demand, but typically offer lower costs during favourable conditions.
The protocol displays real-time interest rates and available liquidity. It has borrowing limits for each supported asset. You can borrow multiple different cryptocurrencies simultaneously, creating diversified borrowing positions that match your investment strategy and risk tolerance.
Step 4: Manage Your Position
Monitor your health factor to maintain a safe borrowing position and avoid liquidation. The health factor represents the safety of your collateral relative to your borrowed amount - maintaining a health factor above 1.0 is essential to prevent automatic liquidation of your collateral.
You can repay borrowed amounts at any time, switch between stable and variable interest rates, add additional collateral to improve your health factor, or withdraw excess collateral when your position allows. The protocol provides real-time monitoring tools and alerts to help you manage your borrowing positions effectively.
Advanced Position Management
Professional borrowers can implement advanced strategies. This includes recursive borrowing, where you borrow against deposited collateral and redeploy the funds to pursue additional yield opportunities. Cross-chain borrowing allows optimisation across different blockchain networks. Automated position management tools help maintain safe collateral ratios during market volatility.
Platform Lending Features
The service offers advanced distributed financial features that set it apart from traditional credit ecosystems. For complete comparison with other platforms, see our CeFi vs DeFi borrowing comparison:
Variable vs Stable Costs
- Variable Costs: Fluctuate based on supply and demand, typically lower
- Stable Costs: Fixed fees. This predictable credit expenses
- Cost Switching: Switch between rate types anytime
Flash Loans
Revolutionary unsecured loans that must be borrowed and repaid in the same transaction. Perfect for:
- Arbitrage opportunities
- Debt refinancing
- Liquidation protection
- Advanced trading strategies
Multi-Chain Support
- Ethereum: Original and most liquid tradings
- Polygon: Lower fees, faster transactions
- Avalanche: High-speed, low-cost credit
- Arbitrum: Layer 2 scaling solution
Understanding multichain borrowing strategies is crucial for optimising costs and yields. Learn more about Layer 2 scaling solutions and their impact on DeFi borrowing.
Available Assets for Lending
The service supports a wide range of cryptocurrencies for both security and credit across multiple networks:
Major Stablecoins
- USDC (USD Coin)
- USDT (Tether)
- DAI (MakerDAO)
- FRAX
- LUSD
Major Cryptocurrencies
- ETH (Ethereum)
- WBTC (Wrapped Bitcoin)
- LINK (Chainlink)
- AAVE (service Token)
- UNI (Uniswap)
Network-Specific Assets
- Polygon: MATIC, WMATIC
- Avalanche: AVAX, WAVAX
- Arbitrum: ARB
Proper collateral management is essential for successful DeFi borrowing. For detailed strategies on managing crypto collateral, read our complete crypto collateral guide.
Risks and Safety Considerations
Whilst this distributed financial credit service is battle-tested and secure, distributed credit carries inherent risks that clients should understand:
Smart Contract Risk
Although this service is extensively audited, smart contracts can have vulnerabilities. The service has a safety module and an insurance fund to mitigate risks.
Liquidation Risk
If your security value drops and your health factor falls below 1, your position may be liquidated. Monitor your health factors regularly and maintain adequate security.
Interest Rate Risk
Variable expenses can increase rapidly during trading stress. Consider using stable fees for predictable credit expenses, especially for longer-term loans.
Network Risk
Each blockchain network has its own risks. This includes congestion and high fees. It has potential technical issues. Diversify across networks when possible.
Comprehensive Risk Management Framework
Effective Aave borrowing requires implementing a complete risk management framework that addresses multiple risk vectors simultaneously. Professional borrowers develop systematic approaches to monitor collateral ratios, interest rate fluctuations, and market volatility patterns that could impact their positions. This includes establishing clear risk tolerance parameters and implementing automated monitoring systems. It maintains emergency response protocols for adverse market conditions.
Advanced risk management incorporates stress testing scenarios that evaluate position performance under extreme market conditions. This includes flash crashes and liquidity crises. It is a network congestion event. Professional users simulate various market scenarios to understand potential losses and develop contingency plans that protect their capital while maintaining access to borrowing opportunities during volatile periods.
Collateral Diversification Strategies
Sophisticated borrowers implement diversified collateral strategies that reduce concentration risk while optimising borrowing capacity. This involves using multiple asset types as collateral. This includes stablecoins, blue-chip cryptocurrencies, and yield-bearing tokens. These are additional income streams. Diversification helps protect against asset-specific risks while maintaining stable borrowing positions across different market conditions.
Professional collateral management includes dynamic rebalancing protocols that automatically adjust collateral composition based on market conditions, volatility patterns, and correlation analysis. These strategies help maintain optimal loan-to-value ratios while minimising liquidation risk. It uses systematic diversification and active position management techniques.
Liquidation Protection Mechanisms
Advanced borrowers implement multiple layers of liquidation protection to safeguard their positions during market downturns. This includes maintaining conservative loan-to-value ratios well below maximum limits and setting up automated alerts for changes in health factors. It establishes emergency funding sources to enable rapid collateral additions during market stress.
Professional liquidation protection involves using automated services like DeFi Saver or Instadapp that can automatically add collateral or repay debt when health factors approach dangerous levels. These services provide additional security layers. This prevents liquidations while allowing borrowers to maintain higher leverage ratios during stable market conditions.
Interest Rate Risk Mitigation
Professional borrowers develop advanced strategies to manage interest rate risk across different market cycles. This includes understanding the relationship between market utilisation rates and borrowing costs, and implementing rate-switching strategies between stable and variable rates. It's timing borrowing activities to coincide with favourable rate environments.
Advanced interest rate management involves using derivatives and hedging strategies to protect against adverse rate movements while maintaining exposure to favourable rate conditions. Professional users may employ interest rate swaps, options strategies, or cross-protocol arbitrage to optimise their borrowing costs across different time horizons and market conditions.
Interest Rate Structure and Lending Costs
The service employs an advanced algorithmic rate model that automatically adjusts credit expenses based on supply and demand dynamics within each asset pool. This ensures optimal capital efficiency while maintaining competitive fees for borrowers across all trading conditions.
Variable vs Stable Fee Options
The service offers two distinct credit fee options to accommodate different risk preferences and trading strategies. Variable fees fluctuate with real-time trading conditions and typically cost less during periods of high liquidity. These fees can change rapidly during volatile trading conditions. Is it suitable for short-term credit strategies?
Stable fees provide predictable credit expenses that remain relatively constant over time, offering protection against sudden fee increases. Whilst stable fees are typically higher than variable fees, they provide certainty for long-term credit strategies and help clients plan their financial obligations more effectively.
Fee optimisation Strategies
Sophisticated clients can optimise their credit expenses by monitoring fee trends and switching between variable and stable fees based on trading conditions. During periods of low utilisation, variable fees often provide significant savings compared to stable fees. Conversely, when trading volatility increases, stable fees offer protection against sudden expense increases.
The service allows clients to switch between fee types at any time. It dynamic optimisation of credit expenses. This flexibility is particularly valuable for professional traders and institutional clients who can actively manage their positions based on trading analysis and fee forecasts.
Advanced Interest Rate Modelling and Quantitative Analysis
Professional service borrowers utilise advanced quantitative models to predict rate movements and optimise their credit strategies. These models incorporate macroeconomic indicators and distributed financial trading dynamics. Its service-specific utilisation patterns are used to forecast rate changes and identify optimal credit windows. Advanced practitioners implement statistical arbitrage strategies that exploit temporary inefficiencies in token and network rates.
Institutional borrowers employ complex mathematical frameworks. This includes stochastic calculus and Monte Carlo simulations. It uses machine learning algorithms to optimise its credit costs across multiple time horizons. These quantitative approaches enable systematic identification of high-probability credit opportunities while maintaining appropriate risk-adjusted returns. It uses advanced hedging and portfolio optimisation techniques.
Cross-Protocol Yield optimisation and Capital Allocation
Advanced service strategies involve complex cross-service interactions that optimise capital allocation across the entire distributed financial ecosystem. Professional clients implement multi-layered strategies that combine the service credit with yield farming on Curve and Convex. It offers other high-yield services to maximise risk-adjusted returns. These strategies require a deep understanding of service mechanics and smart contract interactions. It advanced risk management frameworks.
Institutional capital allocation strategies utilise advanced portfolio theory and correlation analysis. It uses dynamic rebalancing algorithms to optimise returns across multiple distributed financial services simultaneously. These approaches involve complex mathematical optimisation and real-time risk monitoring. It automated execution systems. This large-scale distributed financial participation while maintaining appropriate diversification and risk controls.
Cross-Chain Fee Comparison
The service operates across multiple blockchain networks, each with distinct fee environments influenced by local trading conditions and network-specific factors. Ethereum mainnet typically offers the deepest funds and most stable fees. Layer 2 solutions like Polygon and Arbitrum often provide lower transaction expenses but may have higher fee volatility.
Users can optimise their credit strategies by comparing fees across different networks and considering transaction expenses, security trade-offs, and funds depth. Cross-chain credit strategies can provide significant expense savings for clients willing to manage multichain positions.
Advanced Platform Features
Flash Loans
The service pioneered flash loans, a revolutionary distributed financial primitive. These clients to borrow any amount of tokens without security, provided the loan is repaid within the same transaction. Flash loans enable advanced arbitrage strategies and debt refinancing. It involves complex distributed financial operations that would otherwise require significant capital.
Professional traders use flash loans for arbitrage opportunities across different exchanges and services, and liquidation protection strategies. It's security swapping without temporary exposure. The atomic nature of flash loans eliminates counterparty risk while enabling capital-efficient strategies previously impossible in traditional financial.
Credit Delegation
Credit delegation allows clients to delegate their credit power to other addresses without transferring security ownership. This feature enables institutional credit arrangements and family office structures. It is professional trading operations where multiple parties need access to credit capacity.
The delegation service maintains full security control for the delegator while providing flexible credit access for delegates. This creates opportunities for yield optimisation strategies where experienced traders can access additional capital while security providers earn enhanced yield.
Institutional Treasury Management and Corporate Credit Solutions
Its enterprise-grade borrowing infrastructure supports advanced corporate treasury management strategies for institutional clients requiring large-scale cryptocurrency credit facilities. The platform's institutional features include dedicated account management and custom credit lines. It has advanced reporting capabilities designed for corporate financial operations and regulatory compliance requirements.
Corporate treasury solutions enable businesses to optimise their cryptocurrency holdings. It uses strategic borrowing against digital assets while maintaining operational liquidity. Advanced risk management frameworks include automated liquidation protection and multi-signature approval workflows. It requires complete audit trails for institutional governance and regulatory reporting. The platform's integration with leading accounting software packages streamlines financial reporting and tax compliance for corporate clients.
Professional treasury management tools provide real-time portfolio analytics and stress testing capabilities. It includes scenario analysis features. This involves advanced risk assessment and capital allocation decisions. Institutional clients benefit from priority customer support and dedicated technical integration assistance. It provides custom API access for automated treasury operations and high-frequency trading strategies.
Quantitative Risk Management and Advanced Analytics Framework
Its advanced risk management infrastructure incorporates cutting-edge quantitative models. This includes Value-at-Risk (VaR) calculations and Monte Carlo simulations. It involves stress testing scenarios that continuously assess portfolio risk across multiple market conditions. The platform's risk engine uses machine learning algorithms to predict liquidation probabilities and optimise collateral ratios. It provides early warning systems for potential market volatility.
Advanced analytics capabilities include correlation analysis across cryptocurrency markets and volatility forecasting models. It provides dynamic hedging recommendations. These professional traders implement advanced risk management strategies. The platform's integration with leading market data providers ensures access to real-time risk metrics and historical volatility analysis. It provides complete portfolio performance attribution across multiple time horizons.
Professional risk management features include automated rebalancing protocols and dynamic collateral optimisation. It is intelligent liquidation protection systems that continuously monitor market conditions and adjust positions to maintain optimal risk-adjusted returns. These quantitative frameworks enable institutional clients to implement complex multi-asset strategies while maintaining appropriate risk controls and regulatory compliance requirements.
Cross-Protocol Integration and DeFi Ecosystem Connectivity
Its extensive integration with the broader DeFi ecosystem enables advanced cross-protocol strategies that maximise capital efficiency and yield optimisation opportunities. The platform's compatibility with leading yield aggregators and automated market makers. Its liquidity mining protocols create opportunities for complex multi-layered strategies that combine borrowing with yield farming, liquidity provision, and governance participation.
Advanced users leverage its borrowing capabilities in conjunction with Curve Finance for stable coin yield farming, Convex Finance for boosted rewards. It Yearn Finance for automated yield optimisation. These strategies require a deep understanding of smart contract interactions and gas-optimisation techniques. It advanced risk-management frameworks that account for multiple protocol risks and correlation effects.
The platform's integration with leading DEX aggregators enables optimal trade execution for borrowed assets, while connections to options protocols and derivatives markets provide advanced hedging capabilities. Professional traders utilise these integrations to implement complex arbitrage strategies and delta-neutral positions. It advanced yield enhancement techniques that maximise returns while managing downside risk.
Regulatory Compliance and Institutional Security Framework
Its high-quality security infrastructure meets the highest standards of regulatory compliance and institutional risk management requirements. The platform undergoes regular security audits by leading blockchain security firms and maintains complete insurance coverage. It implements advanced monitoring systems to detect and prevent potential security threats in real time.
Compliance features include automated transaction reporting and Know Your Customer (KYC) integration for institutional clients. It provides complete audit trails that meet regulatory requirements across multiple jurisdictions. The platform's legal framework provides clear terms of service and dispute resolution mechanisms. It provides regulatory compliance guidance for institutional users operating in regulated environments.
Advanced security measures include multi-signature governance controls and time-locked upgrades. It has emergency pause mechanisms that protect user funds in the event of potential security incidents. The platform's decentralised governance structure ensures transparent decision-making while maintaining the flexibility required for rapid responses to emerging threats or market conditions.
Isolation Mode
The service's isolation mode allows the service to support newer or more volatile tokens with controlled risk exposure. Assets in isolation mode can only be used as collateral for credit-specific stablecoins, thereby limiting service risks while expanding asset support.
This feature enables the service to support emerging tokens and tokens with limited track records while maintaining service security. Users can access credit against newer tokens while the service maintains conservative risk parameters to protect overall service stability.
E-Mode (Efficiency Mode)
E-Mode optimises capital efficiency for correlated tokens by allowing higher loan-to-value ratios when credit and credit-similar tokens. For example, clients can achieve higher leverage when credit stablecoins against stablecoin security or credit ETH derivatives against ETH
This feature significantly improves capital efficiency for clients working with correlated tokens while maintaining appropriate risk management. E-Mode is particularly valuable for yield farming strategies and advanced trading operations that require maximum capital efficiency.
Risk Management and Liquidation Protection
Health Factor Monitoring
This service uses a health factor service to monitor credit position safety and determine liquidation risk. The health factor considers security value and borrowed amounts. It sets liquidation thresholds to provide real-time risk assessment. Maintaining a health factor above 1.0 is essential to avoid liquidation.
Professional clients implement automated monitoring services that track health factors across multiple positions and networks. These services can trigger alerts, automatically add security, or initiate debt repayments to maintain safe credit positions during volatile trading conditions.
Liquidation Mechanics
The liquidation service protects the service and clients. It uses automated position closure when health factors fall below safe thresholds. Liquidations are executed by third-party liquidators who receive incentives for maintaining service solvency, creating a distributed and efficient liquidation mechanism.
The liquidation process includes built-in protections such as liquidation bonuses that incentivise quick liquidation execution and close factors that limit the percentage of debt that can be liquidated in a single transaction. These mechanisms help minimise losses for borrowers while maintaining service security.
Risk Mitigation Strategies
Successful distributed financial credit requires proactive risk management. This includes conservative loan-to-value ratios and diversified security portfolios. It provides automated monitoring services. Users should maintain health factors well above minimum requirements and have contingency plans for rapid trading movements.
Advanced risk management includes using multiple security types to reduce concentration risk and implementing stop-loss strategies. It uses automated tools. It maintains emergency funds for quick debt repayment or security addition during trading stress periods.
Common Borrowing Use Cases
Leveraged Trading
Traders use distributed financial credit to increase their exposure to digital asset trading without selling existing positions. By crediting against held tokens, traders can amplify their trading exposure while maintaining their original investment thesis and potential for long-term appreciation.
Leveraged trading strategies require careful risk management and understanding of liquidation mechanics. Successful leveraged traders typically use conservative leverage ratios and implement stop-loss mechanisms. It maintains sufficient security buffers to weather trading volatility.
Yield Farming optimisation
Distributed financial yield farmers use service credit to optimise their strategies by accessing additional capital for high-yield opportunities. This might involve stablecoins on credit to participate in fund mining programs, or volatile credit tokens to increase exposure to specific yield farming services.
Yield farming with borrowed capital requires careful analysis of net yields after credit expenses and consideration of impermanent loss risks. Successful yield farmers continuously monitor opportunities across the distributed financial ecoservice and adjust their strategies in response to changing trading conditions.
Tax-Efficient Liquidity
Borrowing against digital asset holdings allows clients to access funds without triggering taxable events that would result from selling tokens. This strategy is particularly valuable for long-term holders who need temporary funds while maintaining their investment positions.
Tax-efficient credit requires understanding local tax regulations and careful planning of repayment strategies. Users should consider the long-term implications of credit expenses versus potential tax obligations when implementing these strategies.
Portfolio Diversification
Distributed financial credit enables portfolio diversification without selling existing holdings. Users can borrow different tokens to gain exposure to new investment opportunities while maintaining their core positions. This approach allows for dynamic portfolio management and risk distribution.
Diversification strategies. It uses credit require careful consideration of correlation risks and overall portfolio exposure. Users should ensure that borrowed positions complement rather than amplify existing risks in their investment portfolios.
Getting Started with distributed financial Borrowing
Begin your distributed financial credit journey with this service by following these essential steps:
Prerequisites
- Web3 wallet (MetaMask recommended)
- Cryptocurrency for security
- ETH for gas fees (on Ethereum network)
- Basic understanding of distributed financial concepts
First Borrowing Steps
- Visit app.aave.com and connect your wallet
- Choose your preferred network (Ethereum, Polygon, etc.)
- Deposit security tokens
- Enable credit for your chosen asset
- Select loan amount and rate type
- Confirm transaction and monitor your position
Best Practices
- Start with small amounts to learn the service
- Maintain health factor above 2 for safety
- Use stable fees for predictable expenses
- Set up monitoring alerts for your positions
- Keep extra security for trading volatility
Advanced Lending Strategies
Experienced clients can implement advanced credit strategies on the service. Leveraged yield farming involves credit tokens to increase exposure to yield-generating opportunities across different distributed financial credit services. This strategy requires careful risk management and deep understanding of liquidation mechanics.
Cross-chain arbitrage opportunities arise when rates fee differentials between networks create profitable trading opportunities. Professional traders use the service's multichain presence to capitalise on these temporary trading inefficiencies while managing cross-chain risks.
Recursive credit strategies allow clients to maximise their credit capacity by repeatedly supplying and credit correlated tokens. This amplifies both potential yield and risks. It is suitable only for experienced distributed financial clients who understand the complex risk dynamics involved.
Frequently Asked Questions
- What is DeFi borrowing?
- DeFi borrowing is a decentralised financial protocol. This allows you to borrow cryptocurrencies using your crypto assets as collateral. It operates without intermediaries. It uses smart contracts on Ethereum and other blockchains, giving you full control over your funds.
- How do interest rates work?
- Aave uses algorithmic interest rates that adjust in real time based on supply and demand. You can choose between stable rates (fixed for predictability) or variable rates (fluctuating but typically lower). You can switch between rate types at any time.
- What are flash loans?
- Flash loans are uncollateralized loans that must be borrowed and repaid within the same blockchain transaction. They're used for arbitrage, liquidations, and debt refinancing. It includes other advanced DeFi strategies. No collateral is required if the loan is repaid instantly.
- Is DeFi borrowing safe?
- It is one of the most audited and battle-tested DeFi lending protocols with billions in total value locked. However, DeFi entails risks. This includes smart contract vulnerabilities, liquidations, and market volatility. The protocol has safety modules and insurance funds to mitigate risks.
- What can I borrow?
- It supports borrowing of major cryptocurrencies. This includes USDC, USDT, DAI, ETH, WBTC, LINK. It has many other tokens across Ethereum, Polygon, Avalanche, and Arbitrum. It also supports other networks. Available tokens vary by network.
- Is Aave borrowing safe?
- Aave is one of the most secure DeFi protocols with multiple audits and a strong track record. However, smart contract risk exists, and you should only borrow what you can afford to lose. The protocol has a Safety Module with staked AAVE tokens to protect against shortfall events.
- What is the minimum collateral ratio on Aave?
- Minimum collateral ratios vary by asset. Most assets require 75-80% LTV (loan-to-value), meaning you can borrow up to 75-80% of your collateral value. High-risk assets have lower LTV ratios around 50-60%. Always maintain a buffer above the liquidation threshold.
- Can I get liquidated on Aave?
- Yes, if your health factor drops below 1.0, your collateral can be liquidated. This happens when borrowed asset value increases or collateral value decreases. You can avoid liquidation by maintaining a health factor above 1.5 and monitoring your position regularly.
- What are Aave's borrowing fees?
- Aave charges variable interest rates that change based on utilisation. Rates typically range from 2-8% APY for stablecoins and 1-5% APY for major cryptocurrencies. There are no origination fees or hidden charges. You only pay interest on the borrowed amount.
- How do I repay my Aave loan?
- You can repay anytime by connecting your wallet and clicking "Repay" on the borrowed asset. Partial repayments are allowed. You can repay with the borrowed asset or use your collateral. Interest accrues continuously, so earlier repayment saves on interest costs.
Sources & References
- Aave Protocol Documentation
- Aave Protocol Interface
- Aave Governance Portal
- DeFiLlama - Aave TVL Statistics
Key Statistics
- Total Value Locked (TVL): $10+ billion across all supported networks
- Supported Assets: 30+ cryptocurrencies including major tokens and stablecoins
- Active Networks: Ethereum, Polygon, Avalanche, Arbitrum, Optimism, and Base
- Users: 500,000+ active borrowers and lenders worldwide
- Liquidation Threshold: 50-97% depending on asset risk profile
- Flash Loan Volume: $50+ billion processed since launch
- Average Borrow APY: 2-8% for stablecoins, varies for volatile assets based on market conditions
- Protocol Security: Multiple audits by leading security firms, active bug bounty program
Affiliate Disclosure
This page contains affiliate links. When you sign up through our referral links, we may earn a commission at no additional cost to you. This helps support our platform and allows us to continue providing valuable content and recommendations.