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    <title>DEV Community: Jessica Hollings</title>
    <description>The latest articles on DEV Community by Jessica Hollings (@jessi_holly).</description>
    <link>https://dev.to/jessi_holly</link>
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      <title>DEV Community: Jessica Hollings</title>
      <link>https://dev.to/jessi_holly</link>
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      <title>Programmatic Solvency: A Developer's Guide to Crypto Exchange APIs &amp; Proof-of-Reserves</title>
      <dc:creator>Jessica Hollings</dc:creator>
      <pubDate>Mon, 28 Sep 2026 00:31:25 +0000</pubDate>
      <link>https://dev.to/jessi_holly/programmatic-solvency-a-developers-guide-to-crypto-exchange-apis-proof-of-reserves-4bk7</link>
      <guid>https://dev.to/jessi_holly/programmatic-solvency-a-developers-guide-to-crypto-exchange-apis-proof-of-reserves-4bk7</guid>
      <description>&lt;p&gt;If the last few years of crypto market cycles taught us anything, it is that a glossy frontend UI means absolutely nothing if the backend ledger is insolvent. &lt;/p&gt;

&lt;p&gt;As a Certified Crypto-Asset Specialist (CCAS) auditing exchange solvency and Web3 infrastructure, my baseline for "safe" is strict. "Trust us" is no longer a viable security architecture. An exchange must demonstrate robust fiat off-ramp stability, structural segregation of customer assets, and cryptographic Proof-of-Reserves (PoR). &lt;/p&gt;

&lt;p&gt;For developers building algorithmic trading bots, portfolio trackers, or Web3 integrations, you do not have to trust an exchange's marketing team. You can programmatically verify their infrastructure.&lt;/p&gt;

&lt;p&gt;Here is a breakdown of how Proof-of-Reserves actually works under the hood, followed by an infrastructure audit of the four safest, most compliant US crypto exchange APIs.&lt;/p&gt;




&lt;h3&gt;
  
  
  The Code: How to Verify a Merkle-Tree Proof-of-Reserve
&lt;/h3&gt;

&lt;p&gt;Most compliant exchanges now publish a Merkle-tree snapshot of their liabilities. A Merkle tree allows an exchange to cryptographically prove that your specific account balance is included in their total liability calculations, without revealing the balances of other users.&lt;/p&gt;

&lt;p&gt;When an exchange publishes their PoR, they provide you with your specific "leaf" node and the sibling hashes needed to traverse up the tree to the Merkle Root.&lt;/p&gt;

&lt;p&gt;Here is a simplified Python example of how a developer can independently verify that their account balance was included in the exchange's published Merkle root:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;hashlib&lt;/span&gt;

&lt;span class="k"&gt;def&lt;/span&gt; &lt;span class="nf"&gt;hash_node&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;left_child&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;right_child&lt;/span&gt;&lt;span class="p"&gt;):&lt;/span&gt;
    &lt;span class="sh"&gt;"""&lt;/span&gt;&lt;span class="s"&gt;Combines two sibling hashes to calculate the parent node.&lt;/span&gt;&lt;span class="sh"&gt;"""&lt;/span&gt;
    &lt;span class="n"&gt;combined&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;left_child&lt;/span&gt; &lt;span class="o"&gt;+&lt;/span&gt; &lt;span class="n"&gt;right_child&lt;/span&gt;
    &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="n"&gt;hashlib&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;sha256&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;combined&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;encode&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;utf-8&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)).&lt;/span&gt;&lt;span class="nf"&gt;hexdigest&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;

&lt;span class="c1"&gt;# 1. Your account data provided by the exchange
&lt;/span&gt;&lt;span class="n"&gt;user_id&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user_98765&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="n"&gt;balance&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;2.5_BTC&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;
&lt;span class="n"&gt;salt&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;random_salt_string_from_exchange&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;

&lt;span class="c1"&gt;# 2. Hash your leaf node
&lt;/span&gt;&lt;span class="n"&gt;leaf_data&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;user_id&lt;/span&gt; &lt;span class="o"&gt;+&lt;/span&gt; &lt;span class="n"&gt;balance&lt;/span&gt; &lt;span class="o"&gt;+&lt;/span&gt; &lt;span class="n"&gt;salt&lt;/span&gt;
&lt;span class="n"&gt;my_leaf_hash&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;hashlib&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;sha256&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;leaf_data&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;encode&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="s"&gt;utf-8&lt;/span&gt;&lt;span class="sh"&gt;'&lt;/span&gt;&lt;span class="p"&gt;)).&lt;/span&gt;&lt;span class="nf"&gt;hexdigest&lt;/span&gt;&lt;span class="p"&gt;()&lt;/span&gt;

&lt;span class="c1"&gt;# 3. The sibling hashes provided by the CEX in their PoR audit
&lt;/span&gt;&lt;span class="n"&gt;audit_path&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="p"&gt;[&lt;/span&gt;
    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;5a6b7c8d9...&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="c1"&gt;# Sibling Level 1
&lt;/span&gt;    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;1f2e3d4c5...&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="c1"&gt;# Sibling Level 2
&lt;/span&gt;    &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;9a8b7c6d5...&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;  &lt;span class="c1"&gt;# Sibling Level 3
&lt;/span&gt;&lt;span class="p"&gt;]&lt;/span&gt;

&lt;span class="c1"&gt;# 4. The publicly published Merkle Root (what the auditor verified)
&lt;/span&gt;&lt;span class="n"&gt;published_merkle_root&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;d4e5f6a7b8c9d0e1f2a3b4c5d6e7f8a9&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;

&lt;span class="c1"&gt;# Traverse the tree
&lt;/span&gt;&lt;span class="n"&gt;current_hash&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;my_leaf_hash&lt;/span&gt;
&lt;span class="k"&gt;for&lt;/span&gt; &lt;span class="n"&gt;sibling&lt;/span&gt; &lt;span class="ow"&gt;in&lt;/span&gt; &lt;span class="n"&gt;audit_path&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="c1"&gt;# (In a real scenario, you must sort left/right based on tree position)
&lt;/span&gt;    &lt;span class="n"&gt;current_hash&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nf"&gt;hash_node&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;current_hash&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="n"&gt;sibling&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="c1"&gt;# Verify inclusion
&lt;/span&gt;&lt;span class="k"&gt;if&lt;/span&gt; &lt;span class="n"&gt;current_hash&lt;/span&gt; &lt;span class="o"&gt;==&lt;/span&gt; &lt;span class="n"&gt;published_merkle_root&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Verification Passed: Your balance is included in the exchange liabilities.&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="k"&gt;else&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt;
    &lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Verification Failed: Leaf not found in the Merkle Tree.&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h2&gt;
  
  
  The API Audit: Top 4 Compliant US Exchanges
&lt;/h2&gt;

&lt;p&gt;When building systematic infrastructure, your exchange must have both bulletproof compliance and robust API endpoints. Here is how the top four US-regulated entities stack up for developers.&lt;/p&gt;

&lt;p&gt;Instead of querying dozens of individual public reserve addresses manually or building custom wrappers to test API availability, you can use the &lt;a href="https://exchangecatalogue.com/tools/exchange-finder/" rel="noopener noreferrer"&gt;ExchangeCatalogue Exchange Finder&lt;/a&gt;. It acts as an infrastructure index, allowing developers to filter compliant US venues dynamically based on API availability, fiat routing, and verified reserve feeds.&lt;/p&gt;

&lt;p&gt;Here are the top four API architectures operating legally in the US in 2026:&lt;/p&gt;

&lt;h3&gt;
  
  
  1. Coinbase (Advanced Trade API)
&lt;/h3&gt;

&lt;p&gt;Regulatory Standing: FinCEN MSB, NYDFS BitLicense, Publicly Traded (NASDAQ: COIN)&lt;/p&gt;

&lt;p&gt;API Protocol: REST (JSON), WebSockets&lt;/p&gt;

&lt;p&gt;Authentication: API Keys (Cloud API) or OAuth2&lt;/p&gt;

&lt;p&gt;The Dev Audit:&lt;br&gt;
Because Coinbase is publicly traded, it undergoes SEC-mandated quarterly financial audits and holds SOC 1/2 Type II certifications. From a developer standpoint, their Advanced Trade API is heavily documented and incredibly stable. &lt;/p&gt;

&lt;p&gt;If you are building a consumer-facing application, their OAuth2 integration is the industry standard for allowing users to connect their exchange accounts to your app without handing over raw API keys.&lt;/p&gt;

&lt;h3&gt;
  
  
  2. Kraken (API v2)
&lt;/h3&gt;

&lt;p&gt;Regulatory Standing: FinCEN MSB, Wyoming Special Purpose Depository Institution (SPDI)&lt;/p&gt;

&lt;p&gt;API Protocol: REST, WebSockets v2&lt;/p&gt;

&lt;p&gt;Authentication: API Key + HMAC-SHA512 Signature&lt;/p&gt;

&lt;p&gt;The Dev Audit:&lt;br&gt;
Kraken pioneered the cryptographic Proof-of-Reserves model. Their WebSockets v2 API is exceptionally fast for streaming order book depth. &lt;/p&gt;

&lt;p&gt;Developers should note that Kraken uses a unique "Call Credit" system for REST API rate limiting rather than a simple requests-per-second cap. Heavy endpoints (like ledger history) cost more credits than lightweight endpoints (like ticker prices).&lt;/p&gt;

&lt;h3&gt;
  
  
  3. Gemini (FIX &amp;amp; REST)
&lt;/h3&gt;

&lt;p&gt;Regulatory Standing: NYDFS Limited-Purpose Trust Company&lt;/p&gt;

&lt;p&gt;API Protocol: REST, WebSockets, FIX (Financial Information eXchange) protocol&lt;/p&gt;

&lt;p&gt;Authentication: API Key + Payload Signature&lt;/p&gt;

&lt;p&gt;The Dev Audit:&lt;br&gt;
Gemini is chartered as a New York limited-purpose trust company, holding them to severe fiduciary and banking compliance standards. &lt;/p&gt;

&lt;p&gt;For institutional developers or quantitative funds, Gemini is one of the few US crypto exchanges that supports the FIX protocol—the exact same latency-sensitive protocol used by Wall Street equities routing. Their API key permissioning is also granular, allowing you to create keys strictly for auditor (read-only) roles.&lt;/p&gt;

&lt;h3&gt;
  
  
  4. Crypto.com (Exchange API v2)
&lt;/h3&gt;

&lt;p&gt;Regulatory Standing: FinCEN MSB, CFTC-regulated derivatives infrastructure (via Nadex)&lt;/p&gt;

&lt;p&gt;API Protocol: REST, WebSockets&lt;/p&gt;

&lt;p&gt;Authentication: API Key + HMAC-SHA256 Signature&lt;/p&gt;

&lt;p&gt;The Dev Audit:&lt;br&gt;
Crypto.com’s US entity quietly built out a massive compliance moat by acquiring a CFTC-regulated exchange, allowing them to legally route regulated derivatives for US users. &lt;/p&gt;

&lt;p&gt;Their Exchange API v2 handles high-throughput WebSocket subscriptions beautifully, and they publish standalone Proof-of-Reserves dashboards. For developers building bots that require broader asset coverage than what Gemini or Coinbase offers, their endpoints are reliable and well-maintained.&lt;/p&gt;

&lt;h2&gt;
  
  
  Red Flags for Developers
&lt;/h2&gt;

&lt;p&gt;Before you spend hours writing API wrappers or WebSocket listeners, check the exchange's legal architecture. If an exchange exhibits any of the following, do not integrate with them:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;No Dedicated API Documentation:&lt;/strong&gt; If you have to reverse-engineer their web client to scrape data, they are not secure.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;No State MTLs:&lt;/strong&gt; If the exchange operates in the US without state-level Money Transmitter Licenses (MTLs), they are one DOJ enforcement action away from having their fiat off-ramps permanently frozen—breaking your application's liquidity pipelines.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Proprietary Token Collateralization:&lt;/strong&gt; If their public reserve addresses show they use their own minted utility tokens to collateralize their corporate balance sheet, walk away.&lt;/p&gt;

&lt;p&gt;Build your systems on verifiable math and audited infrastructure, not marketing promises.&lt;/p&gt;

</description>
      <category>python</category>
      <category>cryptocurrency</category>
      <category>api</category>
      <category>web3</category>
    </item>
    <item>
      <title>How to automate crypto exchange data verification with Python and public APIs</title>
      <dc:creator>Jessica Hollings</dc:creator>
      <pubDate>Fri, 11 Sep 2026 11:00:15 +0000</pubDate>
      <link>https://dev.to/jessi_holly/how-to-automate-crypto-exchange-data-verification-with-python-and-public-apis-3o47</link>
      <guid>https://dev.to/jessi_holly/how-to-automate-crypto-exchange-data-verification-with-python-and-public-apis-3o47</guid>
      <description>&lt;p&gt;Retail investors require transparent and reliable data to evaluate centralized cryptocurrency exchanges. Directory platforms must build automated verification pipelines to cross-reference trading volumes and asset backing.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fm8dtvkpya0615cj7flse.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fm8dtvkpya0615cj7flse.png" alt=" " width="800" height="447"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Relying solely on self-reported exchange metrics creates severe financial risks for users. Developers must query independent analytics providers and direct exchange APIs to ensure data integrity.&lt;/p&gt;

&lt;p&gt;The ccxt Python library provides an open-source method to connect to HTTP REST APIs across more than 100 cryptocurrency exchanges. This unified library allows developers to fetch real-time market data using standardized structures.&lt;/p&gt;

&lt;p&gt;Using the fetch_ticker() function in ccxt, engineers can retrieve 24-hour trading statistics for specific trading pairs. The response returns data points such as the last traded price and the baseVolume.&lt;/p&gt;

&lt;p&gt;Direct API connections expose fake trading volumes efficiently. These direct endpoints cannot verify actual platform liquidity or total asset backing.&lt;/p&gt;

&lt;p&gt;DefiLlama provides a CEX Transparency dashboard that tracks the Proof of Reserves for centralized platforms. This tool monitors exchange inflows, outflows, and the ratio of clean assets held in public wallets.&lt;/p&gt;

&lt;p&gt;Exchanges can actively verify their Proof of Reserves using DefiLlama's infrastructure. CoinGecko utilizes DefiLlama verifications as a baseline before conducting their own independent trust score assessments.&lt;/p&gt;

&lt;p&gt;CoinGecko offers another verification layer by tracking historical volume and assessing exchange API completeness. They evaluate whether an exchange provides reliable tickers, order book data, and historical trades.&lt;/p&gt;

&lt;p&gt;Building a reliable aggregator requires comparing direct exchange API data against these robust independent sources. The following Python script fetches a baseline volume using the ccxt library.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;import ccxt

def fetch_exchange_volume(exchange_id: str, symbol: str) -&amp;gt; dict:
    # Initialize the specific exchange class dynamically
    exchange_class = getattr(ccxt, exchange_id)
    exchange = exchange_class()

    # Fetch 24-hour ticker statistics
    ticker = exchange.fetch_ticker(symbol)

    return {
        "exchange_name": exchange.name,
        "symbol": symbol,
        "base_volume": ticker.get("baseVolume"),
        "last_price": ticker.get("last")
    }

# Example lookup for Binance BTC/USDT volume
# result = fetch_exchange_volume("binance", "BTC/USDT")
# print(result)
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;This function dynamically initializes a targeted exchange and fetches the ticker information for a specified symbol. You can compare the returned baseVolume against the metrics reported by CoinGecko or DefiLlama.&lt;/p&gt;

&lt;p&gt;Running cross-validation scripts on a nightly schedule ensures your directory only surfaces accurate and verified metrics. Independent data aggregation protects retail traders from insolvency risks.&lt;/p&gt;

&lt;p&gt;See how the architectural logic evaluates cryptocurrency platforms at &lt;a href="https://exchangecatalogue.com/" rel="noopener noreferrer"&gt;Exchange Catalogue&lt;/a&gt;. Review the complete API integration guides and ranking methodologies on the &lt;a href="https://exchangecatalogue.github.io/" rel="noopener noreferrer"&gt;Exchange Catalogue Developer Hub&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;Note: The architectural logic, regulatory benchmarks, and code structures in this article were engineered by the Exchange Catalogue team, with AI tools utilized strictly for manuscript formatting and syntax structuring.&lt;/p&gt;

</description>
      <category>cryptocurrency</category>
      <category>python</category>
      <category>webdev</category>
      <category>fintech</category>
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