Tag: Datadog

  • S&P 500 Holds Steady as Chip and Software Declines Offset Broader Market Gains

    S&P 500 Holds Steady as Chip and Software Declines Offset Broader Market Gains

    The S&P 500 traded near the flatline on Thursday as steep losses in chip and software stocks offset gains across most other sectors. Investors weighed corporate earnings, labor data, and ongoing negotiations over reopening the Strait of Hormuz.

    At 11:20 a.m. ET, the S&P 500 slipped 0.08% to 7,723. The Dow Jones Industrial Average added 0.49% to 54,350, while the Nasdaq Composite edged up 0.05% to 26,380.

    Western Digital and Sandisk Shares Tumble

    Western Digital shares fell 18.5% in early trading despite reporting fourth-quarter results above Wall Street estimates. Its fiscal first-quarter forecast disappointed investors. Sandisk shares dropped 11.3% after releasing its fiscal fourth-quarter results. Both companies forecast quarterly revenue above estimates, driven by demand for artificial intelligence infrastructure. However, investors focused on valuations after significant gains earlier this year — Western Digital had climbed about 200%, and Sandisk had gained around 400%.

    Hank Smith, investment strategy director at Haverford Trust, noted that expectations had reached demanding levels, calling the price action “some digestion going on in the market.”

    The Philadelphia Semiconductor Index declined 1.5% during early trading. Intel and AMD also traded lower, adding pressure to the technology sector. However, several chip stocks later recovered: Broadcom gained nearly 2%, Marvell Technology rose about 3%, and NVIDIA moved higher during the session.

    Software Earnings Add Pressure to Technology

    Software stocks also recorded steep declines following several earnings reports. Atlassian, Salesforce, Adobe, and Zscaler traded lower. AppLovin shares fell about 17% after missing quarterly revenue estimates. The stock had previously benefited from investor demand for AI-linked companies. Datadog dropped roughly 17% after management forecast slower revenue growth in the third quarter, raising questions about enterprise software demand and valuations.

    Peloton shares fell more than 14% after forecasting lower sales in the coming fiscal year, citing higher prices for equipment and subscriptions. Still, Microsoft and Amazon each gained around 1%, helping limit broader losses across major indexes.

    Most S&P 500 Sectors Trade Higher

    Despite technology weakness, nine of the S&P 500’s 11 sectors traded higher during the morning session. Energy, consumer staples, and healthcare led the gains. Parker-Hannifin rose 8.5% after forecasting annual profit above analysts’ estimates. Albemarle gained 6.7% after beating quarterly profit estimates. Diageo rose about 6% after announcing a three-year plan targeting $1.2 billion in savings.

    Restaurant Brands International reported adjusted earnings of $1.07 per share, above the expected $1.03. Revenue reached $2.52 billion, matching estimates. Burger King recorded an 8.5% increase in comparable restaurant sales, though other brands within the group delivered weaker results.

    Labor Data Sets Up July Jobs Report

    New applications for unemployment benefits increased slightly to 199,000 for the week ending August 1, below the Dow Jones estimate of 204,000. Layoffs fell to their lowest level in two years during July. Second-quarter productivity increased 1.4% (versus 0.8% prior), while unit labor costs rose 1.3% (below the 2.1% estimate). Investors will now examine Friday’s July employment report for clues about the Federal Reserve’s policy path. Fed Chairman Kevin Warsh has reduced forward guidance, increasing the market’s focus on incoming economic data.

    Iran Talks Keep Oil and Gold in Focus

    Brent crude traded near $80 per barrel as investors monitored negotiations involving Iran and Oman focused on reopening shipping routes through the Strait of Hormuz. An Iranian official said a temporary agreement would allow ships to travel without fees or tolls, but final conditions had not been settled. Deutsche Bank strategist Jim Reid noted “unresolved questions” about whether Iran could later charge vessels.

    Gold rose for a fourth consecutive session as geopolitical uncertainty supported demand. Spot gold gained 0.6% to $4,271.33 per ounce, and US gold futures rose 0.6% to $4,330.20. Earlier, spot prices reached their highest level since June 18.

    Conclusion

    Technology losses kept the S&P 500 near the flatline, despite gains across nine of its 11 sectors. Western Digital, Sandisk, AppLovin, and Datadog recorded the sharpest declines following earnings updates. Meanwhile, investors monitored Iran-Oman shipping talks and Friday’s July employment report, both of which could shape energy prices and Federal Reserve rate expectations.

  • 2026’s Ultimate Guide to Neo4j Monitoring: Top Tools, Metrics, and Best Practices

    2026’s Ultimate Guide to Neo4j Monitoring: Top Tools, Metrics, and Best Practices

    As graph databases drive recommendation engines, fraud detection systems, knowledge graphs, and AI applications, monitoring Neo4j has become critical for maintaining performance and uptime. Modern Neo4j deployments generate a wealth of metrics—CPU and memory usage, query execution patterns, page cache efficiency, transaction throughput, and cluster health. The right monitoring solution helps database administrators spot bottlenecks before they affect production workloads.

    Neo4j exposes monitoring data through multiple channels, including Neo4j Ops Manager (NOM), Prometheus, JMX MBeans, CSV exports, and Graphite, enabling integration with both first-party and third-party observability platforms.

    Top Neo4j Monitoring Solutions in 2026

    Neo4j Ops Manager (NOM)

    NOM remains the official monitoring platform for Neo4j Enterprise. It provides dashboards for cluster status, database health, backup management, and administrative operations. For organizations running multiple Neo4j clusters, NOM offers the most seamless integration with the database engine.

    Prometheus + Grafana

    This open-source duo is still one of the most popular choices. Neo4j exposes metrics via a Prometheus endpoint, and Grafana transforms those metrics into customizable, alertable dashboards. The stack is widely adopted for its flexibility, scalability, and cost-effectiveness in self-managed environments.

    Datadog

    Datadog is ideal for enterprises that want a single source of observability across databases, applications, and cloud infrastructure. Its large ecosystem allows Neo4j metrics to be directly correlated with application logs, distributed traces, and infrastructure performance from one interface.

    New Relic

    New Relic offers centralized monitoring with long-term metric retention, built-in dashboards, and Prometheus integration. It fits well in organizations already using the platform for application monitoring.

    Halin

    Halin is a free, open-source tool specifically designed for Neo4j. It delivers real-time cluster health, query monitoring, and system diagnostics, making it appealing to developers and smaller deployments.

    What Should You Monitor?

    A comprehensive Neo4j monitoring strategy should track the following:

    • Query execution time and latency
    • Page cache hit ratio (hits vs. accesses)
    • Memory usage (heap and off-heap)
    • CPU and disk utilization
    • Transaction throughput
    • Cluster availability and replication status
    • Garbage collection activity
    • Connection count and active sessions

    Neo4j distinguishes between global and per-database metrics, including gauges, counters, and histograms, giving administrators deep insight into system performance and workload trends.

    Choosing the Best Monitoring Tool

    The right solution depends on your deployment size and operational needs. For Enterprise customers requiring native administration, Neo4j Ops Manager is recommended. Organizations looking for an open-source, highly customizable stack will find Prometheus and Grafana ideal. For complex cloud environments, Datadog or New Relic unify infrastructure, application, and database observability in one place.

    As graph databases continue to evolve to support AI, analytics, and real-time applications, proactive monitoring becomes as important as database performance itself. With a solid monitoring strategy, you can minimize downtime, optimize query performance, and maintain reliability across your Neo4j deployments.

    Frequently Asked Questions

    What is the best monitoring tool for Neo4j?

    The best tool depends on your deployment. Neo4j Ops Manager (NOM) is ideal for Enterprise users, while Prometheus and Grafana are popular open-source choices. Datadog and New Relic suit organizations seeking unified infrastructure and application monitoring.

    What metrics should be monitored in Neo4j?

    Key metrics include query execution time, page cache hit ratio, CPU and memory usage, transaction throughput, garbage collection, cluster health, replication status, active connections, and disk utilization.

    What is Neo4j Ops Manager (NOM)?

    Neo4j Ops Manager is Neo4j’s official Enterprise monitoring and administration platform. It provides centralized dashboards for database health, cluster monitoring, backup management, and operational insights across multiple Neo4j deployments.

    Why are Prometheus and Grafana widely used with Neo4j?

    Neo4j exposes metrics through a Prometheus endpoint, making integration straightforward. Grafana transforms those metrics into customizable dashboards with alerting capabilities, offering a scalable and cost-effective monitoring solution.

    Why is Neo4j monitoring important for modern applications?

    Monitoring helps identify performance bottlenecks before they impact production workloads. As Neo4j powers AI applications, recommendation engines, fraud detection systems, and knowledge graphs, proactive monitoring improves reliability, minimizes downtime, and ensures optimal query performance.