liveBook · Manning

Timestamp

A timestamp is a value representing a specific point in time, typically associated with an event, observation, or data item.

How 10 Manning books explain it

Pandas Workout: 200 exercises to make you a stronger data analyst

A timestamp object represents a specific date and time as a structured value supporting temporal calculations and comparisons.

How it is used
Supports parsing, comparing, indexing, filtering, and aggregating date-and-time data in pandas analyses.
How deep it goes
Explains parsing, components, arithmetic, comparisons, indexed retrieval, slicing, and resampling through executable data tasks.
Examples
Uses formatted date strings, oil prices, New York taxi rides, and Apollo mission launch dates.
What you can do after
Apply it via pandas to parse dates, calculate durations, filter records, query periods, and resample time series.

Read how Pandas Workout: 200 exercises to make you a stronger data analyst explains timestamp →

Kafka Streams in Action, Second Edition

A timestamp is a time value associated with a record that indicates when the represented event occurred or is ordered relative to other events.

How it is used
Drives record retention and time-based Kafka Streams operations, including windows, joins, changelogs, and punctuation.
How deep it goes
Defines producer and broker timestamp behavior, then works through timestamp semantics, extraction, ksqlDB selection, and join windows.
Examples
Uses purchases, sensors, fitness activity, loan processing, and coffee and store records to illustrate timestamp choices.
What you can do after
Apply it via Kafka and ksqlDB configuration to preserve, extract, inspect, or replace the time used for records and processing.

Read how Kafka Streams in Action, Second Edition explains timestamp →

Logs and Telemetry

A timestamp is a time value associated with an event to indicate when it occurred or was received.

How it is used
Establishes event ordering and freshness, then drives Fluent Bit routing inputs and time-windowed stream calculations.
How deep it goes
Explains timestamp assignment, Lua’s seconds.nanoseconds representation, and window-boundary behavior without detailing timestamp parsing formats.
Examples
Demonstrates Lua callbacks that preserve timestamps and a one-second dummy stream aggregated through a hopping window.
What you can do after
Operate/configure it by selecting input timestamps, preserving them through Lua filters, and sizing time windows around event rates.

Read how Logs and Telemetry explains timestamp →

Kafka for Architects

A message timestamp is the time value associated with a Kafka message for determining its retention age.

How it is used
Determines message age for time-based Kafka retention and prompts a deliberate choice between producer and broker time.
How deep it goes
Explains timestamp sources, producer-clock risks, broker bounds, and batch behavior without a low-level implementation walkthrough.
Examples
Uses a one-day consumer disconnection, inaccurate producer clocks, batched messages, and transaction business timestamps.
What you can do after
Operate/configure it by choosing a timestamp source, checking producer-time bounds, and preserving client time when needed.

Read how Kafka for Architects explains timestamp →

Rust in Action: Systems programming concepts and techniques

A timestamp is a representation of a point in time, commonly expressed as an elapsed value or formatted date and time.

How it is used
Represents current time for display, encoding, and comparison when synchronizing clocks.
How deep it goes
Works through integer-encoding trade-offs, reading system time, formatting, and comparing timestamps during NTP synchronization.
Examples
Uses a Rust clock program that prints local time, UNIX seconds, and RFC-formatted dates.
What you can do after
Apply it via chrono to read system time and print UNIX, RFC 2822, or RFC 3339 timestamps.

Read how Rust in Action: Systems programming concepts and techniques explains timestamp →

Apache Kafka in Action

A timestamp is a recorded indication of when a Kafka message or record was produced or otherwise associated with a time.

How it is used
Supports time-window aggregation and correlation while distinguishing message timing from database change detection.
How deep it goes
Defines four kinds of time and explains timestamp configuration and JDBC polling pitfalls, but does not work through a window configuration.
Examples
Contrasts an unchanged customer ID with a lastupdated column and tabulates event, create, log append, and stream times.
What you can do after
Evaluate/understand which time a Kafka operation uses and why a JDBC connector may miss an update.

Read how Apache Kafka in Action explains timestamp →

ScyllaDB in Action

A timestamp is a value representing the time assigned to a database write or cell value for conflict resolution.

How it is used
Uses TIMESTAMP to store complete moments and cell write timestamps to resolve competing writes.
How deep it goes
Explains representations, type selection, cell-level conflict resolution, inspection, and manual timestamp overrides.
Examples
Demonstrates timestamps through article-date type selection and competing edits to an author bio.
What you can do after
Evaluate which time type fits a field and diagnose write conflicts with WRITETIME and USING TIMESTAMP.

Read how ScyllaDB in Action explains timestamp →

The Well-Grounded Rubyist, Fourth Edition

DateTime is a Ruby class provided by the date library for representing calendar dates together with times and related calendar information.

How it is used
Represents calendar dates together with times and supports common date-and-time manipulations.
How deep it goes
Explains construction, queries, conversion, and calendar arithmetic without surveying every available method.
Examples
Uses DateTime construction, current-time lookup, string parsing, field queries, and month arithmetic.
What you can do after
Apply DateTime constructors, queries, conversions, and calendar arithmetic in Ruby.

Read how The Well-Grounded Rubyist, Fourth Edition explains timestamp →

Grokking Relational Database Design

A TIMESTAMP data type records a date and time representing an exact event moment, typically with automatic time-zone conversion by the database system.

How it is used
Records exact event moments for logs, record creation, and modification across time zones.
How deep it goes
Defines TIMESTAMP, contrasts related temporal types, and recommends UTC but defers implementation-specific behavior.
Examples
Uses review_time, log timestamps, and record creation or modification times as concrete examples.
What you can do after
Evaluate temporal requirements and choose TIMESTAMP when an event moment must remain consistent across time zones.

Read how Grokking Relational Database Design explains timestamp →

Acing the CCNA Exam: Volume 2 Advanced Networking and Security

A timestamp is a date-and-time value attached to an event or record to indicate when it occurred.

How it is used
Supports event logging, security time checks, and correlation of network events across devices.
How deep it goes
Defines timestamp meaning and IOS display options, but defers detailed logging treatment.
Examples
Uses Cisco show logging and show clock output, including OSPF transitions and differing device clocks.
What you can do after
Diagnose network events by reading timestamped logs and correlating them across devices.

Read how Acing the CCNA Exam: Volume 2 Advanced Networking and Security explains timestamp →

Related concepts

These guides are generated from the text of Manning books by Manning's knowledge graph and link to the sections they draw on. The full books are available on liveBook and at manning.com.