Ethereum's price history suggests that that crypto was worth more in 2025 than during late 2021, although nowhere near the highest price recorded. Much like Bitcoin (BTC), the price of ETH went up in 2021 but for different reasons altogether: Ethereum, for instance, hit the news when a digital art piece was sold as the world's most expensive NFT for over 38,000 ETH - or 69.3 million U.S. dollars. Unlike Bitcoin, of which the price growth was fueled by the IPO of the U.S.'s biggest crypto trader, Coinbase, the rally on Ethereum came from technological developments that caused much excitement among traders. First, the so-called 'Berlin update' rolled out on the Ethereum network in April 2021, an update that would eventually lead to the Ethereum Merge in 2022 and reduced ETH gas prices - or reduced transaction fees. The collapse of FTX in late 2022, however, changed much for the cryptocurrency. As of October 9, 2025, Ethereum was worth 4,527.58 U.S. dollars - significantly less than the 4,400 U.S. dollars by the end of 2021.Ethereum's future and the DeFi industryPrice developments on Ethereum are difficult to predict but cannot be seen without the world of DeFi, or decentralized finance. This industry used technology to remove intermediaries between parties in a financial transaction. One example includes crypto wallets such as Coinbase Wallet that grew in popularity recently, with other examples including smart contractor Uniswap, Maker (responsible for stablecoin DAI), moneylender Dharma and market protocol Compound. Ethereum's future developments are tied with this industry: Unlike Bitcoin and Ripple, Ethereum is technically not a currency but an open-source software platform for blockchain applications, with Ether being the cryptocurrency that is used inside the Ethereum network. Essentially, Ethereum facilitates DeFi, meaning that if DeFi does well, so does Ethereum.NFTs: the most well-known application of EthereumNFTs or non-fungible tokens, grew nearly tenfold between 2018 and 2020, as can be seen in the market cap of NFTs worldwide. These digital blockchain assets can essentially function as a unique code connected to a digital file, allowing to distinguish the original file from any potential copies. This application is especially prominent in crypto art, although there are other applications: gaming, sports, and collectibles are other segments where NFT sales occur.
By March 2022, over 119 million Ethereum tokens were issued and in active circulation - but it is expected new coins will not arrive at a fast pace. Although the cryptocurrency has an unlimited supply - unlike Bitcoin, of which there can only be 21 million tokens and not a single more - the Ethereum blockchain received an update in August 2021, EIP-1559, that both increased the block size needed to create new coins and destroyed (βburnedβ) any transactions fees, rather than send them to the original miners. This led to a decline in issuance, as mining Ethereum essentially was made less profitable. Issuance is expected to decline further when Ethereum 2.0 arrives.
Ethereum: a counter to inflation?
In a time when inflation rates became a big talking point, Ethereum received much social media attention in late 2021 for possibly being deflationary. This argument stems from August 2021, or βLondon Hard Forkβ, upgrade in August 2021: Each transaction on the Ethereum network would entirely remove a portion of Ethereum from the total supply in circulation. On days of high transaction activity of Ethereum, for example, after a change in the price of Ethereum, this can effectively mean more coins are being destroyed than there are being created.
Ethereum supply to change after the upgrade to 2.0?
Experts state burning on a scale that the supply of Ethereum declines only happens on occasion, stating it acts more as a temporary slowdown of growth rather than an active attempt to continuously shrink supply. This could change, however, when Ethereum 2.0 arrives β or when Ethereum switches from Proof-of-Work (PoW) to Proof-of-Stake (PoS). The general assumption for this is that staking rewards are generally lower than rewards for Proof-of-Work (mining), lowering the incentive for the creation of new coins. If usage β which some measure via the Ethereum gas price, or transaction fee per transaction β remains unchanged otherwise, this would lower the threshold for Ethereum to become deflationary.
In April 2021, the Ethereum market cap reached new heights and grew to over *** billion U.S. dollars - the first time this cryptocurrency achieved that feat. The market capitalization in August 2020 was half this amount. Market capitalization is calculated by multiplying the total number of Ethereum in circulation by the Ethereum price. Compared to the Bitcoin market capitalization, however, Ethereum was not yet as popular.
https://www.ycharts.com/termshttps://www.ycharts.com/terms
View daily updates and historical trends for Ethereum Average Gas Price. Source: Etherscan. Track economic data with YCharts analytics.
https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/
In the last few days, I have been hearing a lot of buzz around cryptocurrencies. Things like Block chain, Bitcoin, Bitcoin cash, Ethereum, Ripple etc are constantly coming in the news articles I read. So I wanted to understand more about it and this post helped me get started. Once the basics are done, the DS guy sleeping inside me (always lazy.!) woke up and started raising questions like
For getting answers to all these questions (and if possible to predict the future prices ;)), I started getting the data from coinmarketcap about the cryptocurrencies.
This dataset has the historical price information of some of the top cryptocurrencies by market capitalization. The currencies included are
In case if you are interested in the prices of some other currencies, please post in comments section and I will try to add them in the next version. I am planning to revise it once in a week.
Dataset has one csv file for each currency. Price history is available on a daily basis from April 28, 2013 till Aug 07, 2017. The columns in the csv file are
This data is taken from coinmarketcap and it is free to use the data.
Cover Image : Photo by Thomas Malama on Unsplash
Some of the questions which could be inferred from this dataset are:
Ethereum market sentiment was bullish in April and May 2021, as is shown in the development of the cryptocurrency's NVT ratio. The Network Value to Transactions or NVT ratio is somewhat comparable to a P/E ratio, in that it compares the number of transactions of a particular coin on a set day against that coin's market cap. A low NVT ratio means that that transaction volume of a cryptocurrency is growing faster than the coin's market cap - meaning investor sentiment is bullish, or optimistic - whereas a high ratio refers to a network that has a relatively high network value but low network activity - meaning sentiment is bearish, or negative.
The price of Ethereum Classic (ETC) - a different crypto than Ethereum (ETH) - decreased significantly following the Ethereum Merge of September 2022. After years of development, the "original" Ethereum changed from proof-of-work (mining) to proof-of-stake (staking) during this event. This change had the potential to impact both the transaction speed as well as the energy consumption of the Ethereum blockchain. Some miners, however, started looking into Proof-of-Work alternatives were they could continue using their mining rigs - including Ethereum Classic (ETC), but also EthereumPOW (ETHW), and Ravencoin (RVN). The influx caused such a spike in hashrate - the computing power required to successfully mine a crypto - that the price declined.
https://www.ycharts.com/termshttps://www.ycharts.com/terms
View daily updates and historical trends for Ethereum Average Transaction Fee. Source: Etherscan. Track economic data with YCharts analytics.
Apache License, v2.0https://www.apache.org/licenses/LICENSE-2.0
License information was derived automatically
This dataset captures live market snapshots every 12 seconds for the top 250 cryptocurrencies, all fetched over a one-hour period using the CoinGecko Demo API. Perfect for real-time trend tracking, volatility analysis, and comparison across major coins.
Column | Type | Description |
---|---|---|
timestamp | datetime | UTC timestamp of the market snapshot (ISO format) |
id | string | CoinGecko ID (e.g., bitcoin ) |
symbol | string | Coin symbol (e.g., btc ) |
name | string | Coin name (e.g., Bitcoin ) |
current_price | float (USD) | Real-time price in USD |
market_cap | float (USD) | Market capitalization in USD |
total_volume | float (USD) | 24-hour trading volume |
high_24h | float (USD) | Highest price in the last 24 hours |
low_24h | float (USD) | Lowest price in the last 24 hours |
price_change_percentage_24h | float (%) | Percent change in price over the past 24 hours |
Data collected via CoinGecko APIβ**Data powered by CoinGecko**
https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/
Real and up to date stock market exchange of cryptocurrencies can be quite expensive and are hard to get. However, historical financial data are the starting point to develop algorithm(s) to analyze market trend and why not beat the market by predicting market movement.
Data provided in this dataset are historical data from the beginning of DOT-ETH pair market on Kraken exchange up to the present (2021 December). This data comes frome real trades on one of the most popular cryptocurrencies exchange.
Historical market data, also known as trading history, time and sales or tick data, provides a detailed record of every trade that happens on Kraken exchange, and includes the following information: - Timestamp - The exact date and time of each trade. - Price - The price at which each trade occurred. - Volume - The amount of volume that was traded.
In addition, OHLCVT data are provided for the most common period interval: 1 min, 5 min, 15 min, 1 hour, 12 hours and 1 day. OHLCVT stands for Open, High, Low, Close, Volume and Trades and represents the following trading information for each time period: - Open - The first traded price - High - The highest traded price - Low - The lowest traded price - Close - The final traded price - Volume - The total volume traded by all trades - Trades - The number of individual trades
Don't hesitate to tell me if you need other period interval π ...
This dataset will be updated every quarter to add new and up to date market trend. Let me know if you need an update more frequently.
Can you beat the market? Let see what you can do with these data!
π¦ What this is Canonical dataset of stablecoin prices and liquidity across major decentralized exchanges. Each record represents a normalized, lineage-verified stablecoin-to-reference pair (e.g. USDC/USDT, DAI/USDC, USDC/ETH), aggregated from DEX-level swaps, reserves, and pool states. It provides consistent and auditable views of USD peg stability, cross-chain parity, and on-chain liquidity depth.
Key traits β’ Focused on USD and major fiat-pegged tokens (USDC, USDT, DAI, FRAX, LUSD, crvUSD, etc.) β’ Schema-stable, versioned, and audit-ready β’ Real-time (WSS) and historical/EOD delivery β’ Fully traceable to pool events, swaps, and on-chain logs
π Chains / Coverage ETH, BSC, Base, Arbitrum, Unichain, Avalanche, Polygon, Celo, Linea, Optimism (others on request). Full history from chain genesis; reorg-aware real-time ingestion and updates. Coverage includes all major DEX protocols holding stablecoin pairs: β’ Uniswap V2, V3, V4 β’ Curve, Balancer, Aerodrome, Solidly, Maverick, Pancake, and others
π Schema (generic model) Each sub-product extends this base schema with specific price-resolution fields. β’ id BIGINT β Surrogate row id. β’ pool_uid BIGINT NOT NULL β Pool identifier (FK β liquidity_pools(uid)). β’ tracing_id BYTEA NOT NULL β Row identity hash. β’ parent_tracing_ids BYTEA NOT NULL β Immediate sources (hash list/packed). β’ genesis_tracing_ids BYTEA NOT NULL β Original on-chain sources (hash list/packed). β’ genesis_block_number BIGINT NOT NULL β Block number at snapshot. β’ genesis_tx_index INTEGER NOT NULL β Transaction index within block. β’ genesis_log_index INTEGER NOT NULL β Log index within tx. β’ token_in BYTEA NOT NULL β 20-byte address of input token (FK β erc20_tokens(contract_address)). β’ token_out BYTEA NOT NULL β 20-byte address of output token (FK β erc20_tokens(contract_address)). β’ current_price NUMERIC(78,18) NOT NULL β Mid price at snapshot (token_out per 1 token_in, decimals-adjusted). β’ Additional columns depend on level: β’ L1: Β±1% impact, offset_bps, size_in, size_out, target_price. β’ L2: granular price grids (e.g., every 10 bps within Β±10%). β’ L3: full-range tick-level prices across entire Uniswap V3-style pools. β’ OHLC: time-bucketed open-high-low-close values with volume.
(For hex display: encode(token_in,'hex'), encode(token_out,'hex').)
π Keys β’ Primary key: id β’ Uniqueness (idempotency): (pool_uid, token_in, token_out, offset_bps, genesis_block_number, genesis_tx_index, genesis_log_index) β’ Foreign keys: β’ pool_uid β liquidity_pools(uid) β’ token_in/token_out β erc20_tokens(contract_address) β’ (genesis_block_number, genesis_tx_index, genesis_log_index) β logs(block_number, tx_index, log_index)
π Joins to Dependency Products β’ Liquidity Pools Catalog (liquidity_pools) - pool metadata, pool_fee, pool_type, token list; pool_uid β liquidity_pools(uid) β’ ERC-20 Tokens Catalog (erc20_tokens) - symbol, decimals, names. token_in/token_out β erc20_tokens(contract_address)
𧬠Lineage & Reproducibility Every row has a verifiable path back to the originating raw events via the lineage triple and tracing graph: β’ tracing_id - this rowβs identity β’ parent_tracing_ids - immediate sources β’ genesis_tracing_ids - original on-chain sources This supports audits and exact reprocessing to source transactions/logs/function calls.
π Common uses β’ Stablecoin peg monitoring and deviation analysis across chains β’ Liquidity-weighted cross-chain parity tracking β’ Arbitrage and routing research between USD-pegged assets β’ Volatility and stability modeling for quantitative trading or DeFi risk β’ AI/ML signal extraction for anomaly detection and peg loss prediction
π Delivery By default β’ WebSocket (WSS) reorg-aware live emissions when a new update is available; <140 ms median latency on ETH streams (7-day). β’ SFTP server for archives and daily End-of-Day (EOD) snapshots. β’ Model Context Protocol (MCP) for AI workflows (pull slices, schemas, lineage). Optional β’ Integrations to Amazon S3, Azure Blob Storage, Snowflake, and other enterprise platforms on request.
ποΈ Files (time-partitioned in UTC, compressed) β’ Parquet β’ CSV β’ XLS β’ JSON
π‘ Quality and operations β’ Reorg-aware ingestion. β’ 99.95% uptime target SLA. β’ Backfills to chain genesis. β’ Versioned, schema-stable datasets; changes are additive and announced.
π Change policy Schema is stable. Any breaking change ships as a new version (e.g., stablecoin_prices_v2) with migration notes. Content updates are additive; types arenβt changed in place.
π Sub-products β’ Stablecoins Prices L1 Impact Grid - Β±1.00% depth metrics per token pair and pool (micro-liquidity). β’ Stablecoins Prices L2 Liquidity Grid - Β±10% granular impact curve at 10 bps steps. β’ Stablecoins Prices L3 Full-Range Tick Grid - tick-level liquidity mapping for Uniswap V3-style pools. β’ Stablecoins Prices OHLC / Aggregated Prices - time-series summaries for analytics and backtesting.
https://www.ycharts.com/termshttps://www.ycharts.com/terms
View daily updates and historical trends for Ethereum Transactions Per Day. Source: Etherscan. Track economic data with YCharts analytics.
ChainCatcher message, according to SoSoValue data, during the last trading week (Eastern Time from August 11 to August 15), the Ethereum spot ETF had a net inflow of $2.85 billion, setting a new historical record.The Ethereum spot ETF with the highest net inflow last week was the Blackrock ETF ETHA, with a weekly net inflow of $2.32 billion, bringing its historical total net inflow to $12.16 billion. Following that was the Fidelity ETF FETH, with a weekly net inflow of $361 million, and its historical total net inflow currently stands at $2.74 billion.The Ethereum spot ETF with the highest net outflow last week was the Grayscale Ethereum Trust ETF ETHE, with a weekly net outflow of $71.57 million, and its historical total net outflow has reached $4.39 billion.As of the time of writing, the total net asset value of Ethereum spot ETFs is $28.15 billion, with an ETF net asset ratio (market value as a percentage of Ethereum's total market value) of 5.34%, and the historical cumulative net inflow has reached $12.67 billion.
https://www.ycharts.com/termshttps://www.ycharts.com/terms
View daily updates and historical trends for Ethereum Supply. Source: Etherscan. Track economic data with YCharts analytics.
https://www.bitgetapp.com/ph/price/ethereum-on-basehttps://www.bitgetapp.com/ph/price/ethereum-on-base
ETHEREUM ON BASE Ang pagsubaybay sa kasaysayan ng presyo ay nagbibigay-daan sa mga crypto investor na madaling masubaybayan ang performance ng kanilang pamumuhunan. Maginhawa mong masusubaybayan ang opening value, high, at close sa ETHEREUM ON BASE sa paglipas ng panahon, pati na rin ang trade volume. Bukod pa rito, maaari mong agad na tingnan ang pang-araw-araw na pagbabago bilang isang porsyento, na ginagawang effortless na tukuyin ang mga araw na may significant fluctuations. Ayon sa aming data ng history ng presyo ng ETHEREUM ON BASE, tumaas ang halaga nito sa hindi pa naganap na peak sa 2024-06-20, na lumampas sa $2.06 USD. Sa kabilang banda, ang pinakamababang punto sa trajectory ng presyo ni ETHEREUM ON BASE, na karaniwang tinutukoy bilang "ETHEREUM ON BASE all-time low", ay naganap noong 2025-04-07. Kung ang isa ay bumili ng ETHEREUM ON BASE sa panahong iyon, kasalukuyan silang masisiyahan sa isang kahanga-hangang kita na 67%. Sa pamamagitan ng disenyo, ang 1,000,000 ETHEREUM ON BASE ay malilikha. Sa ngayon, ang circulating supply ng ETHEREUM ON BASE ay tinatayang 0. Ang lahat ng mga presyong nakalista sa pahinang ito ay nakuha mula sa Bitget, galing sa isang reliable source. Napakahalagang umasa sa iisang pinagmulan upang suriin ang iyong mga investment, dahil maaaring mag-iba ang mga halaga sa iba't ibang nagbebenta. Kasama sa aming makasaysayang ETHEREUM ON BASE dataset ng presyo ang data sa pagitan ng 1 minuto, 1 araw, 1 linggo, at 1 buwan (bukas/mataas/mababa/close/volume). Ang mga dataset na ito ay sumailalim sa mahigpit na pagsubok upang matiyak ang consistency, pagkakumpleto, at accurancy. Ang mga ito ay partikular na idinisenyo para sa trade simulation at mga layunin ng backtesting, madaling magagamit para sa libreng pag-download, at na-update sa real-time.
https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/
Real and up to date stock market exchange of cryptocurrencies can be quite expensive and are hard to get. However, historical financial data are the starting point to develop algorithm(s) to analyze market trend and why not beat the market by predicting market movement.
Data provided in this dataset are historical data from the beginning of MLN-ETH pair market on Kraken exchange up to the present (2021 December). This data comes frome real trades on one of the most popular cryptocurrencies exchange.
Historical market data, also known as trading history, time and sales or tick data, provides a detailed record of every trade that happens on Kraken exchange, and includes the following information: - Timestamp - The exact date and time of each trade. - Price - The price at which each trade occurred. - Volume - The amount of volume that was traded.
In addition, OHLCVT data are provided for the most common period interval: 1 min, 5 min, 15 min, 1 hour, 12 hours and 1 day. OHLCVT stands for Open, High, Low, Close, Volume and Trades and represents the following trading information for each time period: - Open - The first traded price - High - The highest traded price - Low - The lowest traded price - Close - The final traded price - Volume - The total volume traded by all trades - Trades - The number of individual trades
Don't hesitate to tell me if you need other period interval π ...
This dataset will be updated every quarter to add new and up to date market trend. Let me know if you need an update more frequently.
Can you beat the market? Let see what you can do with these data!
https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/
Real and up to date stock market exchange of cryptocurrencies can be quite expensive and are hard to get. However, historical financial data are the starting point to develop algorithm(s) to analyze market trend and why not beat the market by predicting market movement.
Data provided in this dataset are historical data from the beginning of ETH-CHF pair market on Kraken exchange up to the present (2021 December). This data comes frome real trades on one of the most popular cryptocurrencies exchange.
Historical market data, also known as trading history, time and sales or tick data, provides a detailed record of every trade that happens on Kraken exchange, and includes the following information: - Timestamp - The exact date and time of each trade. - Price - The price at which each trade occurred. - Volume - The amount of volume that was traded.
In addition, OHLCVT data are provided for the most common period interval: 1 min, 5 min, 15 min, 1 hour, 12 hours and 1 day. OHLCVT stands for Open, High, Low, Close, Volume and Trades and represents the following trading information for each time period: - Open - The first traded price - High - The highest traded price - Low - The lowest traded price - Close - The final traded price - Volume - The total volume traded by all trades - Trades - The number of individual trades
Don't hesitate to tell me if you need other period interval π ...
This dataset will be updated every quarter to add new and up to date market trend. Let me know if you need an update more frequently.
Can you beat the market? Let see what you can do with these data!
Ethereum trading volume more than doubled on May 19, 2021, compared to the previous day, following news that China banned crypto services inside the country. Following this news, the market cap for the entire crypto market fell by billions of U.S. dollars. The Ethereum price that day also witnessed one of its biggest single-day declines on record. The price decline potentially may have attracted new investors to the cryptocurrency, leading to the increase in trading volume.
π¦ What this is The Level-2 (L2) stablecoin liquidity impact dataset provides quantized liquidity grids around the mid-price (typically Β±10%) for all major USD-pegged stablecoin pairs. Each row represents a depth snapshot at a defined basis-point spacing (e.g. 10 bps), describing how much stablecoin can be executed before the price deviates by a certain percentage.
These grids allow analysts and developers to model depth curves, slippage, and peg resilience with high precision, fully reproducible from on-chain data.
Key traits β’ Focused on USD and major fiat-pegged tokens (USDC, USDT, DAI, FRAX, LUSD, crvUSD, etc.) β’ Schema-stable, versioned, and audit-ready β’ Real-time (WSS) and historical/EOD delivery β’ Fully verifiable lineage back to pool events and raw on-chain logs
π Chains / Coverage ETH, BSC, Base, Arbitrum, Unichain, Avalanche, Polygon, Celo, Linea, Optimism (others on request). Full history from chain genesis; reorg-aware real-time ingestion and updates. Coverage includes all major DEX protocols holding stablecoin pairs: β’ Uniswap V2, V3, V4 β’ Curve, Balancer, Aerodrome, Solidly, Maverick, Pancake, and others
π Schema List reflects the actual table token_to_token_l2_snapshots. β’ snapshot_id BIGINT - unique identifier for each grid snapshot. β’ pool_uid BIGINT - reference to the liquidity pool (liquidity_pools.uid). β’ tracing_id BYTEA - unique trace identifier for this row. β’ parent_tracing_ids BYTEA - lineage reference to parent records. β’ genesis_tracing_ids BYTEA - lineage reference to original on-chain sources. β’ genesis_block_number BIGINT - block number of the originating event. β’ genesis_tx_index INTEGER - transaction index within that block. β’ genesis_log_index INTEGER - log index within the transaction. β’ token_in BYTEA - 20-byte ERC-20 address of the input token. β’ token_out BYTEA - 20-byte ERC-20 address of the output token. β’ current_price NUMERIC(78,18) - mid-price (token_out per 1 token_in, decimals-adjusted). β’ grid_step_bps SMALLINT - spacing between grid points, in basis points. β’ grid_radius_bps INTEGER - total radius of the grid window, in basis points. β’ grid_points SMALLINT - number of grid points; must equal radius/step + 1.
token_to_token_l2_points β’ snapshot_id BIGINT - reference to the parent snapshot (token_to_token_l2_snapshots.snapshot_id). β’ point_index SMALLINT - sequential index (0 β¦ grid_points β 1). β’ offset_bps_abs INTEGER - absolute offset from the mid-price, in basis points. β’ size_in NUMERIC(78,18) - executable input amount required to reach this offset. β’ size_out NUMERIC(78,18) - corresponding output amount at that offset. β’ price_at_point NUMERIC(78,18) - average price (out / in) including impact.
(For hex display: encode(token_in,'hex'), encode(token_out,'hex').)
π Keys Primary keys: β’ token_to_token_l2_snapshots(snapshot_id) β’ token_to_token_l2_points(snapshot_id, point_index) Lineage triple: (genesis_block_number, genesis_tx_index, genesis_log_index) Foreign keys: β’ pool_uid β liquidity_pools(uid) β’ token_in, token_out β erc20_tokens(contract_address) β’ (genesis_block_number, genesis_tx_index, genesis_log_index) β logs(block_number, tx_index, log_index) β’ snapshot_id β token_to_token_l2_snapshots(snapshot_id)
π Joins to Dependency Products β’ Liquidity Pools Catalog (liquidity_pools) - pool metadata, pool_fee, pool_type, token list; pool_uid β liquidity_pools(uid) β’ ERC-20 Tokens Catalog (erc20_tokens) - symbol, decimals, names. token_in/token_out β erc20_tokens(contract_address)
𧬠Lineage & Reproducibility Every row has a verifiable path back to the originating raw events via the lineage triple and tracing graph: β’ tracing_id - this rowβs identity β’ parent_tracing_ids - immediate sources β’ genesis_tracing_ids - original on-chain sources This supports audits and exact reprocessing to source transactions/logs/function calls.
π Common uses β’ Stablecoin peg analysis through liquidity depth modeling β’ Execution algorithm calibration (impact-aware order sizing) β’ Market-making and slippage profiling β’ Cross-chain peg risk and liquidity fragmentation studies β’ MEV and arbitrage signal extraction β’ AI/ML feature generation for depeg and volatility prediction
π Delivery By default β’ WebSocket (WSS) reorg-aware live emissions when a new update is available; <140 ms median latency on ETH streams (7-day). β’ SFTP server for archives and daily End-of-Day (EOD) snapshots. β’ Model Context Protocol (MCP) for AI workflows (pull slices, schemas, lineage). Optional β’ Integrations to Amazon S3, Azure Blob Storage, Snowflake, and other enterprise platforms on request.
ποΈ Files (time-partitioned in UTC, compressed) β’ Parquet β’ CSV β’ XLS β’ JSON
π‘ Quality and operations β’ Reorg-aware ingestion. β’ 99.95% uptime target SLA. β’ Backfills to chain genesis. β’ Versioned, schema-stable datasets; changes are additive and announced.
π Change policy Schema is stable. A...
https://www.bitgetapp.com/ph/price/andy-(eth)https://www.bitgetapp.com/ph/price/andy-(eth)
ANDY (ETH) Ang pagsubaybay sa kasaysayan ng presyo ay nagbibigay-daan sa mga crypto investor na madaling masubaybayan ang performance ng kanilang pamumuhunan. Maginhawa mong masusubaybayan ang opening value, high, at close sa ANDY (ETH) sa paglipas ng panahon, pati na rin ang trade volume. Bukod pa rito, maaari mong agad na tingnan ang pang-araw-araw na pagbabago bilang isang porsyento, na ginagawang effortless na tukuyin ang mga araw na may significant fluctuations. Ayon sa aming data ng history ng presyo ng ANDY (ETH), tumaas ang halaga nito sa hindi pa naganap na peak sa 2024-12-12, na lumampas sa $0.0003611 USD. Sa kabilang banda, ang pinakamababang punto sa trajectory ng presyo ni ANDY (ETH), na karaniwang tinutukoy bilang "ANDY (ETH) all-time low", ay naganap noong 2024-03-08. Kung ang isa ay bumili ng ANDY (ETH) sa panahong iyon, kasalukuyan silang masisiyahan sa isang kahanga-hangang kita na 350,728%. Sa pamamagitan ng disenyo, ang 1,000B ANDY (ETH) ay malilikha. Sa ngayon, ang circulating supply ng ANDY (ETH) ay tinatayang 1,000,000,000,000. Ang lahat ng mga presyong nakalista sa pahinang ito ay nakuha mula sa Bitget, galing sa isang reliable source. Napakahalagang umasa sa iisang pinagmulan upang suriin ang iyong mga investment, dahil maaaring mag-iba ang mga halaga sa iba't ibang nagbebenta. Kasama sa aming makasaysayang ANDY (ETH) dataset ng presyo ang data sa pagitan ng 1 minuto, 1 araw, 1 linggo, at 1 buwan (bukas/mataas/mababa/close/volume). Ang mga dataset na ito ay sumailalim sa mahigpit na pagsubok upang matiyak ang consistency, pagkakumpleto, at accurancy. Ang mga ito ay partikular na idinisenyo para sa trade simulation at mga layunin ng backtesting, madaling magagamit para sa libreng pag-download, at na-update sa real-time.
Ethereum's price history suggests that that crypto was worth more in 2025 than during late 2021, although nowhere near the highest price recorded. Much like Bitcoin (BTC), the price of ETH went up in 2021 but for different reasons altogether: Ethereum, for instance, hit the news when a digital art piece was sold as the world's most expensive NFT for over 38,000 ETH - or 69.3 million U.S. dollars. Unlike Bitcoin, of which the price growth was fueled by the IPO of the U.S.'s biggest crypto trader, Coinbase, the rally on Ethereum came from technological developments that caused much excitement among traders. First, the so-called 'Berlin update' rolled out on the Ethereum network in April 2021, an update that would eventually lead to the Ethereum Merge in 2022 and reduced ETH gas prices - or reduced transaction fees. The collapse of FTX in late 2022, however, changed much for the cryptocurrency. As of October 9, 2025, Ethereum was worth 4,527.58 U.S. dollars - significantly less than the 4,400 U.S. dollars by the end of 2021.Ethereum's future and the DeFi industryPrice developments on Ethereum are difficult to predict but cannot be seen without the world of DeFi, or decentralized finance. This industry used technology to remove intermediaries between parties in a financial transaction. One example includes crypto wallets such as Coinbase Wallet that grew in popularity recently, with other examples including smart contractor Uniswap, Maker (responsible for stablecoin DAI), moneylender Dharma and market protocol Compound. Ethereum's future developments are tied with this industry: Unlike Bitcoin and Ripple, Ethereum is technically not a currency but an open-source software platform for blockchain applications, with Ether being the cryptocurrency that is used inside the Ethereum network. Essentially, Ethereum facilitates DeFi, meaning that if DeFi does well, so does Ethereum.NFTs: the most well-known application of EthereumNFTs or non-fungible tokens, grew nearly tenfold between 2018 and 2020, as can be seen in the market cap of NFTs worldwide. These digital blockchain assets can essentially function as a unique code connected to a digital file, allowing to distinguish the original file from any potential copies. This application is especially prominent in crypto art, although there are other applications: gaming, sports, and collectibles are other segments where NFT sales occur.