184: Kafka Streams and Operationalizing Event Driven Applications with Apurva Mehta of Responsive

The Data Stack Show

Player FM - Internet Radio Done Right

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הפעל מאוחר יותר

רשימות

לייק

אהבתי

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Hitting plateaus is a common milestone in business, but there’s a difference between stability and a rut. In the last installment of this season, we’ll dive into the ways small business owners push beyond plateaus and find new ways to achieve revenue growth. Jannese and Austin wrap up their time in Nashville, Tennessee with a wonderful visit to N.B. Goods to speak with owner Camille Alston . Camille details the times where she hit a wall with profits, the strategies she implemented to increase revenue, what worked, what didn’t, and the important lessons she learned in the process. You won’t want to miss this informative final chapter! Learn more about how QuickBooks can help you grow your business: QuickBooks.com See omnystudio.com/listener for privacy information.…

לפני שנה 58:27

MP3•בית הפרקים

Highlights from this week’s conversation include:

Apruva’s background in streaming technology (0:48)
Developer experience and Kafka streams (2:47)
Motivation to bootstrap a startup (4:09)
Meeting the Confluent founders and early work at Confluent (6:59)
Projects at Confluent and transition to engineering management (10:34)
Overview of Responsive and event-driven applications (12:55)
Defining event-driven applications (15:33)
Importance of latency and state in event-driven applications (18:54)
Low Latency and Stateful Processing (21:52)
In-Memory Storage and Evolution of Kafka (25:02)
Motivation for KSQL and Kafka Streams (29:46)
Category Creation and Database-like Interface (34:33)
Developer Experience with Kafka and Kafka Streams (38:50)
Kafka Streams Functionality and Operational Challenges (41:44)
Metrics and Tuning Configurations (43:33)
Architecture and Decoupling in Kafka Streams (45:39)
State Storage and Transition from RocksDB (47:48)
Future of Event-Driven Architectures (56:30)
Final thoughts and takeaways (57:36)

The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. Each week we’ll talk to data engineers, analysts, and data scientists about their experience around building and maintaining data infrastructure, delivering data and data products, and driving better outcomes across their businesses with data.

RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.

441 פרקים

#Tech #MBA #Business #Podcasting Education #Rudderstack #Customer Data #Data #Data Driven #Data Infrastructure #Datastack #Eric Dodds #Integrative #Kostas Pardalis

184: Kafka Streams and Operationalizing Event Driven Applications with Apurva Mehta of Responsive

The Data Stack Show

22 subscribers

published לפני שנה

שתפו

MP3•בית הפרקים

Highlights from this week’s conversation include:

Apruva’s background in streaming technology (0:48)
Developer experience and Kafka streams (2:47)
Motivation to bootstrap a startup (4:09)
Meeting the Confluent founders and early work at Confluent (6:59)
Projects at Confluent and transition to engineering management (10:34)
Overview of Responsive and event-driven applications (12:55)
Defining event-driven applications (15:33)
Importance of latency and state in event-driven applications (18:54)
Low Latency and Stateful Processing (21:52)
In-Memory Storage and Evolution of Kafka (25:02)
Motivation for KSQL and Kafka Streams (29:46)
Category Creation and Database-like Interface (34:33)
Developer Experience with Kafka and Kafka Streams (38:50)
Kafka Streams Functionality and Operational Challenges (41:44)
Metrics and Tuning Configurations (43:33)
Architecture and Decoupling in Kafka Streams (45:39)
State Storage and Transition from RocksDB (47:48)
Future of Event-Driven Architectures (56:30)
Final thoughts and takeaways (57:36)

RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com.

441 פרקים

#Tech #MBA #Business #Podcasting Education #Rudderstack #Customer Data #Data #Data Driven #Data Infrastructure #Datastack #Eric Dodds #Integrative #Kostas Pardalis

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לפני 9 weeks25:20

25:20

Highlights from this week’s conversation include: The Return of the Cynical Data Guy (0:14) Risks of SQL Complexity (2:16) Technical Debt in Data (4:34) Data Mesh Critique (6:38) Governance vs. Decentralization (9:55) Never Let a Stakeholder Tell You They Need a Dashboard (12:05) Dashboard vs. Table (13:34) Organizational Dynamics in Data Requests (16:35) AI and Prompt Writing (19:43) Search Techniques and User Behavior (21:20) Discussion on Code Optimization Tools (23:19) Final Thoughts and Takeaways (24:47) The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. Each week we’ll talk to data engineers, analysts, and data scientists about their experience around building and maintaining data infrastructure, delivering data and data products, and driving better outcomes across their businesses with data. RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com .…

The Data Stack Show

1
229: The Future of AI: Superhuman Intelligence, Autonomous Coding, and the Path to AGI with Misha Laskin of ReflectionAI 52:25

לפני 10 weeks52:25

52:25

Highlights from this week’s conversation include: Misha's Background and Journey in AI (1:13) Childhood Interest in Physics (4:43) Future of AI and Human Interaction (7:09) AI's Transformative Nature (10:12) Superhuman Intelligence in AI (12:44) Clarifying AGI and Superhuman Intelligence (15:48) Understanding AGI (18:12) Counterintuitive Intelligence (22:06) Reflection's Mission (25:00) Focus on Autonomous Coding (29:18) Future of Automation (34:00) Geofencing in Coding (38:01) Challenges of Autonomous Coding (40:46) Evaluations in AI Projects (43:27) Example of Evaluation Metrics (46:52) Starting with AI Tools and Final Takeaways (50:35) The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. Each week we’ll talk to data engineers, analysts, and data scientists about their experience around building and maintaining data infrastructure, delivering data and data products, and driving better outcomes across their businesses with data. RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com .…

The Data Stack Show

1
The PRQL: From Theoretical Physics to AI: Misha Laskin on AGI, Superhuman Intelligence, and Autonomous Coding 4:02

לפני 10 weeks4:02

4:02

The Data Stack Show

1
228: The Machine Learning Reality Check: When AI Makes Sense for Marketing Attribution with Lew Dawson of Momentum Consulting 41:46

לפני 11 weeks41:46

41:46

Highlights from this week’s conversation include: Previewing Today’s Topic (0:14 Machine Learning Discussion (1:44) Conditions for Machine Learning Worthiness (6:59) Simplicity in Modeling (8:43) Predictive Analytics vs. Machine Learning (10:42) Optimization and Investment Problems (13:03) Practical vs. Theoretical Saturation (15:16) Building Relationships with Marketing Teams (19:52) Reporting Metrics and Attribution Models (22:49) Tracking Common Metrics (25:40) Understanding Profit Generation (27:46) ROI Calculation Challenges (29:49) AI in Customer Data Analysis (31:23) Execution Challenges in Marketing Automation (35:23) API Limitations in Marketing Tools (36:50) Optimizing Ads with AI (37:50) Challenges of Real-Time Data Integration (40:01) Final thoughts and takeaways (41:13) The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. Each week we’ll talk to data engineers, analysts, and data scientists about their experience around building and maintaining data infrastructure, delivering data and data products, and driving better outcomes across their businesses with data. RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com .…

The Data Stack Show

1
227: The Art & Science of Marketing Attribution: From UTMs to Machine Learning with Lew Dawson of Momentum Consulting 1:02:45

לפני 12 weeks1:02:45

1:02:45

Highlights from this week’s conversation include: Welcome Back, Lew (0:14) Recap of Previous Discussion (1:03) Benefits of Hashing Information (2:33) Using Hashes for Data Context (4:24) Hashing and Query Parameters (7:24) Static Values for Hashing (11:10) Identity Resolution in Data Attribution (14:36) Methodologies for User Tracking (16:37) Combining Data Sources for Attribution (21:13) Understanding Data Gaps (25:25) Defining Objectives and KPIs (27:50) Identity Resolution Challenges (28:46) User and Session Stitching (32:01) Trusting Ad Platforms (35:23) Defining Attribution (38:09) The Credit Dilemma (40:18) First Touch Attribution Explained (41:47) Linear Attribution Model (43:21) B2C and B2B Attribution Scenarios (45:22) Timeframes in Attribution (47:29) Understanding Lookback Windows (49:34) Google Analytics Changes (51:20) Attribution After Conversion (53:26) Online vs. Offline Attribution (55:49) Discipline in Tracking (58:52) Challenges in Coordination (1:00:12) QR Codes and Data Integration (1:01:55) The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. Each week we’ll talk to data engineers, analysts, and data scientists about their experience around building and maintaining data infrastructure, delivering data and data products, and driving better outcomes across their businesses with data. RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com .…

The Data Stack Show

1
226: Building Trust in Marketing Data: An Engineer's Guide to Attribution Architecture with Lew Dawson of Momentum Consulting 1:02:52

לפני 13 weeks1:02:52

1:02:52

Highlights from this week’s conversation include: Lew’s Background and Journey in Data (1:06) Attribution Challenges (2:16) Attribution War Stories (8:09 Defining Attribution (12:32) Complexities of Attribution (16:08) Multi-Touch Attribution Challenges (21:31) Campaign Creation Difficulties (23:27) UTM Parameters Explained (26:01) Challenges in Data Extraction (31:17) Transforming and Merging Data (36:28) Behavioral Data and Identity Resolution (40:29) Hierarchical Structure of Campaigns (44:03) Challenges of Data Consistency (49:38) Mitigating Freeform Data Issues (52:21) Creating Unique Join Keys (55:30) The Importance of Defining Requirements (58:42) Final Thoughts and Takeaways (1:00:39) The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. Each week we’ll talk to data engineers, analysts, and data scientists about their experience around building and maintaining data infrastructure, delivering data and data products, and driving better outcomes across their businesses with data. RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com .…

The Data Stack Show

1
The PRQL: From Data Chaos to Marketing Truth: An Engineer's Guide to Attribution with Lew Dawson of Momentum Consulting 3:38

לפני 13 weeks3:38

3:38

The Data Stack Show

1
225: The Stone Cold Truth About Data: False Hopes and Hard Truths with The Cynical Data Guy 33:30

לפני 14 weeks33:30

33:30

Highlights from this week’s conversation include: False Hope in Data Roles (1:17) Naivety of Junior Data Analysts (4:27) The Challenge of Defining Data (6:41) Struggles with Enterprise BI Tools (9:43) Career Advice for Data Professionals (12:36) Generational Shifts in Data Roles (16:51) Self-Service Data Requests (18:17) The Importance of Analysis Skills (19:46) The Broader Context of Analysis (21:44) Boring Challenges in AI Deployment (23:29) Technology Development vs. Human Absorption (26:14) VC Resolutions for 2025 (27:00) Value Addition in Leadership (32:08) Final Thoughts and Wrap-Up (33:06) The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. Each week we’ll talk to data engineers, analysts, and data scientists about their experience around building and maintaining data infrastructure, delivering data and data products, and driving better outcomes across their businesses with data. RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com .…

The Data Stack Show

1
The PRQL: The End of Data Silos (and Other Myths) with The Cynical Data Guy 2:33

לפני 14 weeks2:33

2:33

The Data Stack Show

1
224: Bridging Gaps: DevRel, Marketing Synergies, and the Future of Data with Pedram Navid of Dagster Labs 53:24

לפני 15 weeks53:24

53:24

Highlights from this week’s conversation include: Pedram’s Background and Journey in Data (0:47) Joining Dagster Labs (1:41) Synergies Between Teams (2:56) Developer Marketing Preferences (6:06) Bridging Technical Gaps (9:54) Understanding Data Orchestration (11:05) Dagster's Unique Features (16:07) The Future of Orchestration (18:09) Freeing Up Team Resources (20:30) Market Readiness of the Modern Data Stack (22:20) Career Journey into DevRel and Marketing (26:09) Understanding Technical Audiences (29:33) Building Trust Through Open Source (31:36) Understanding Vendor Lock-In (34:40) AI and Data Orchestration (36:11) Modern Data Stack Evolution (39:09) The Cost of AI Services (41:58) Differentiation Through Integration (44:13) Language and Frameworks in Orchestration (49:45) Future of Orchestration and Closing Thoughts (51:54) The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. Each week we’ll talk to data engineers, analysts, and data scientists about their experience around building and maintaining data infrastructure, delivering data and data products, and driving better outcomes across their businesses with data. RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com .…

The Data Stack Show

1
The PRQL: Developer Relations, Marketing Synergies, and the Future of Data Platforms with Pedram Navid of Dagster Labs 1:52

לפני 15 weeks1:52

1:52

The Data Stack Show

1
223: End-of-Year Product Trends: The Cost of Rushing Features with The Cynical Data Guy 22:42

לפני 16 weeks22:42

22:42

Highlights from this week’s conversation include: Christmas and New Year Edition of Cynical Data Guy (0:28) Discussion on AI (0:42) 12 Days of Shipments (1:04) Attention-Grabbing Strategies (2:01) Founder Mode vs. Manager Mode (3:11) Technical Debt Remediation (5:03) LinkedIn Posts Discussion (6:05) Cultural Impact on Roles (8:03) Investment in Modernization (12:07) Reflection on Company Strategies (15:03) Gratitude for Data Trends (16:18) Future of Data Access (19:14) Looking Forward to 2025 in Data (21:45) Final Thoughts and Takeaways (22:11) The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. Each week we’ll talk to data engineers, analysts, and data scientists about their experience around building and maintaining data infrastructure, delivering data and data products, and driving better outcomes across their businesses with data. RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com .…

The Data Stack Show

1
The PRQL: Year-End Reflections with The Cynical Data Guy: Ship Features Fast, Pay Later 3:21

לפני 16 weeks3:21

3:21

The Data Stack Show

1
222: The Future of Data Modeling: Breaking Free from Tables with Best-Selling Author, Joe Reis of Ternary Data 1:00:48

לפני 17 weeks1:00:48

1:00:48

Highlights from this week’s conversation include: Joe’s Recent Projects and Work (0:55) Joe’s New Book and Inspiration for Writing It (4:39) Challenges in Data Education (7:00) Internal Training Programs (10:02) Creative Problem Solving (17:46) Evaluating Candidates' Skills (21:18) Market Value and Career Growth (24:03) AI's Impact on Hiring (27:47) Content Production and Quality (31:56) The Evolution of AI and Data (34:00) Challenges of Automation (36:12) Convergence of Data Fields (40:26) Shortcomings of Relational Models (42:09) Inefficiencies of Poor Data Modeling (47:10) Discussion on Resource Constraints (51:50) The Role of Language Models (53:13) AI in Migration Projects (57:00) Joe’s Teaser for a New Project (59:05) Final Thoughts and Closing Remarks (1:00:07) The Data Stack Show is a weekly podcast powered by RudderStack, the CDP for developers. Each week we’ll talk to data engineers, analysts, and data scientists about their experience around building and maintaining data infrastructure, delivering data and data products, and driving better outcomes across their businesses with data. RudderStack helps businesses make the most out of their customer data while ensuring data privacy and security. To learn more about RudderStack visit rudderstack.com .…

The Data Stack Show

1
The PRQL: From Tables to AI: The Future of Data Modeling with Best-Selling Author, Joe Reis of Ternary Data 4:29

לפני 17 weeks4:29

4:29

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The Data Stack Show « » 184: Kafka Streams and Operationalizing Event Driven Applications with Apurva Mehta of Responsive

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184: Kafka Streams and Operationalizing Event Driven Applications with Apurva Mehta of Responsive