avatarKris Franklin

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Abstract

represent the state changes of the bank account. Each event contains a timestamp, the type of event (deposit, withdrawal, interest accrual), and the amount of the change. To reconstruct the current state of the account, the event stream is replayed, and the cumulative effect of the events is calculated.</p><p id="5b20"><b>Example Events </b>Here are some examples of events that might occur in a bank account:</p><ul><li><b>DepositMadeEvent(accountID, amount, timestamp)</b></li><li><b>WithdrawalMadeEvent(accountID, amount, timestamp)</b></li><li><b>InterestAccruedEvent(accountID, amount, timestamp)</b></li></ul><p id="846d"><b>Reconstructing the Current State </b>To reconstruct the current balance of an account, the event stream is replayed from the beginning. For each event, the corresponding amount is added or subtracted from the current balance. For example, if the event stream contains the following events:</p><div id="64a6"><pre><span class="hljs-built_in">DepositMadeEvent</span>(<span class="hljs-number">12345</span>, <span class="hljs-number">100.00</span>, <span class="hljs-number">2023</span>-<span class="hljs-number">10</span>-<span class="hljs-number">04</span>T12:<span class="hljs-number">00</span>:<span class="hljs-number">00</span>Z) <span class="hljs-built_in">WithdrawalMadeEvent</span>(<span class="hljs-number">12345</span>, <span class="hljs-number">50.00</span>, <span class="hljs-number">2023</span>-<span class="hljs-number">10</span>-<span class="hljs-number">05</span>T10:<span class="hljs-number">00</span>:<span class="hljs-number">00</span>Z) <span class="hljs-built_in">InterestAccruedEvent</span>(<span class="hljs-number">12345</span>, <span class="hljs-number">0.50</span>, <span class="hljs-number">2023</span>-<span class="hljs-number">10</span>-<span class="hljs-number">06</span>T00:<span class="hljs-number">00</span>:<span class="hljs-number">00</span>Z)</pre></div><p id="384f">The current balance of account 12345 would be 149.50.</p><h2 id="9bba">Event Sourcing Key Concepts:</h2><blockquote id="bdf0"><p><b><i>Events</i></b><i> Events are the fundamental building blocks of event sourcing. They represent atomic state changes that occur within a system. Each event encapsulates the details of a specific change, such as a deposit made to an account or a product added to a cart.</i></p></blockquote><blockquote id="e74f"><p><b><i>Event Store</i></b><i> The event store serves as the central repository for events. It persistently stores events in an append-only manner, ensuring the integrity and immutability of the event stream. This chronological record of events provides a comprehensive audit trail of system state changes.</i></p></blockquote><blockquote id="6323"><p><b><i>Event Stream</i></b><i> An event stream is an ordered sequence of events for a particular entity or process. It represents the complete history of changes for that entity, allowing for reconstruction of the system state at any point in time. The chronological ordering of events is crucial for understanding the causal relationships between changes.</i></p></blockquote><h1 id="4081">Architecting for Event Sourcing</h1><p id="b356">In systems utilizing event sourcing, a key difference lies in how data is stored. Unlike traditional relational databases that emphasize the current state of data, event sourcing prioritizes preserving the sequence of events causing state changes. This shift in data management requires a carefully structured architecture to handle both data manipulation and retrieval effectively. Consequently, an event-sourced system neatly divides into two distinct components — <b>command </b>and <b>query</b>.</p><figure id="00dd"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*1MH4-bsYG_TNpNn-_HIIww.png"><figcaption><b>Event Sourcing System</b></figcaption></figure><p id="bc30">The <b>command </b>side manages user interactions, translating them into e

Options

vents that indicate intended changes to the system’s state. As the data entry point, it rigorously validates incoming commands before creating and preserving events. Validated events are then stored in the event store, ensuring a secure and unchangeable system record.</p><p id="93a8">On the other hand, the <b>query </b>side exclusively retrieves and presents user data. Focused on constructing view models tailored to the client’s needs, it extracts relevant information from the event stream. This process reconstructs the system’s current state using the chronological sequence of events. Additionally, the query side can notify the client of new events for real-time updates to the user interface.</p><p id="6148"><b>Event Store </b>At the heart of event sourcing lies the event store, a specialized database designed to persistently store events in an append-only manner. This immutable repository serves as the system’s historical backbone, safeguarding the chronological sequence of events that have transpired. The event store’s primary responsibilities include:</p><ul><li><b>Event Persistence</b>: Ensures the durability and integrity of events by storing them in a tamper-proof manner.</li><li><b>Event Ordering</b>: Maintains the chronological order of events, preserving the causal relationships between them.</li><li><b>Event Retrieval</b>: Provides efficient access to events for processing, analysis, or replaying to reconstruct system state.</li></ul><p id="1369"><b>Materialized Views </b>Materialized views, also known as read models, are derived representations of the current state of the system, constructed and maintained by consuming events from the event store. They offer optimized data access for read-heavy operations, enabling efficient retrieval of frequently queried information without the need to replay the entire event stream.</p><p id="aa28">CQRS (Command/Query Responsibility Segregation), with its separation of command and query responsibilities, plays a crucial role in utilizing materialized views effectively. The query side can independently manage and update materialized views based on incoming events, ensuring that the current state of the system is always readily accessible for read operations.</p><h1 id="0fa5">Event Sourcing in Action</h1><p id="b1ea"><b>Event sourcing and CQRS</b> have gained traction in various domains due to their ability to address the challenges of modern distributed systems. Here are a few examples:</p><ul><li><b>Financial Transactions</b> Event sourcing is widely used in financial systems to record and audit transactions, ensuring transparency and traceability.</li><li><b>E-commerce Platforms </b>Event sourcing enables e-commerce platforms to capture user interactions, order history, and product changes, facilitating real-time data analysis and personalization.</li><li><b>Social Media Networks</b> Event sourcing powers social media platforms to handle the vast volume of user activity, providing a scalable and auditable record of interactions.</li></ul><h1 id="57b6">Final Thoughts</h1><p id="f6e0">Event sourcing isn’t just a trend; it’s a game-changer. It gives developers the power to build systems that don’t just handle challenges but excel in resilience and scalability. Imagine a system that keeps a perfect historical record, gracefully deals with hiccups, and smoothly adapts to changes without missing a beat. That’s what Event Sourcing brings to the table. As the need for robust and scalable systems keeps growing, Event Sourcing is becoming the go-to, making its mark as a must-have in the modern software toolkit.</p><p id="f78b"><b>Until our next adventure, stay connected, stay reliable, and keep rocking the digital world! 🚀🌐💻</b></p><p id="1e51">👏 Feel free to give it a friendly round of <b>applause </b>and hit that ‘<b>Follow</b>’ button for more engaging content. Your support truly means the world!</p></article></body>

NFL Week 8 Bets

We’re coming off of our best NFL betting weekend of the season. We went a perfect 3–0 to bring our season total to 17–10. There’s more good opportunities for us here in NFL week 8 and I look forward to finding the best bets for you. But first let’s review how we did last weekend.

What Happened?

The first game we liked last week was taking the Pittsburgh Steelers +1 against the other undefeated team in the AFC, the Tennessee Titans. I had a lot more confidence in the Steelers defense slowing down the Titans offense than I had in the Titans defense stopping Big Ben, James Conner, and their group of receivers. Pittsburgh won a close game 27–24. My favorite bet was going against Dallas. I listed off many reasons why betting against them was a good idea, even against a terrible Washington Football Team, and Washington proved why Dallas should have been a double digit underdog as they lost the game 25–3. Teasing the Saints and the 49ers proved to be successful as the Saints squeaked by Carolina and the Niners, now mostly fully healthy, reminded the Patriots why they’re the reigning NFC champions.

NFL Week 8 Bets

The first game I’m looking at for Sunday is the Buffalo Bills hosting the New England Patriots. The Patriots have gradually been getting worse as the season has gone on. Cam Newton may not even be able to keep his starting job and N’Keal Harry and Julian Edelman are both listed as out. The Patriots defense will also have trouble stopping a strong Bills offense. The Patriots are averaging less than 10 points per game over their current last 3 games. I love that the line is just -4 as the Bills should dominate their division rival.

Back in week 1 the Green Bay Packers beat the Minnesota Vikings 43–34 in Minnesota. This week they play in Green Bay. Since that game the Packers have gone on to win 4 of their next 5 games. The Vikings have went on to lose 4 of their next 5 games. Minnesota lost Anthony Barr and Danielle Hunter due to injuries and Dalvin Cook is listed as questionable. They traded away DE Yannick Ngakoue. The Vikings have given up 27+ points in every game this season. The Packers should have a field day at home covering the spread.

All 5 of the LV Raiders games this season have had a total of 53 or more points. The Browns have scored 32 or more points in all 5 of their wins this year. The O-Line of the Raiders has a great matchup against the Browns D-Line. The Browns may be without Beckham for the season but Mayfield will have no issue spreading the ball out to his other receivers. The line has dropped from 51.5 to 49.5 after reports of high winds came out for Cleveland on Sunday afternoon. I’m confident enough in both teams’ running backs that they’ll still manage to get this game over.

The Kris Bets This…

NFL (17–10) (62.96%) (+6 units) Buffalo -4 New England Team Total Under 17.5 Green Bay -6 Las Vegas/Cleveland over 49.5

Good luck everyone with these 4 bets this Sunday. The lines were taken from Draftkings. Please remember to line shop with Fanduel and any other locations available for you. Best of luck!

Originally published at https://thekrisbets.com on October 31, 2020.

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